DataFrame
NO COMPARISON TARGET
1451
ROWS
0
DUPLICATES
4.0 MB
RAM
80
FEATURES
54
CATEGORICAL
25
NUMERICAL
1
TEXT
2.1.3
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
MSSubClass
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
15
(1%)
ZEROES:
---
MAX
190
95%
160
Q3
70
AVG
57
MEDIAN
50
Q1
20
5%
20
MIN
20
RANGE
170
IQR
50.0
STD
42.4
VAR
1,794
KURT.
1.58
SKEW
1.41
SUM
82,610
2
MSZoning
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
3
LotFrontage
VALUES:
1,194
(82%)
MISSING:
257
(18%)
DISTINCT:
110
(8%)
ZEROES:
---
MAX
313
95%
107
Q3
80
AVG
70
MEDIAN
69
Q1
59
5%
34
MIN
21
RANGE
292
IQR
21.0
STD
24.3
VAR
590
KURT.
17.5
SKEW
2.17
SUM
83,613
4
LotArea
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
1,066
(73%)
ZEROES:
---
MAX
215k
95%
17k
Q3
12k
AVG
11k
MEDIAN
9k
Q1
8k
5%
3k
MIN
1k
RANGE
214k
IQR
4,062
STD
9,993
VAR
99.9M
KURT.
204
SKEW
12.2
SUM
15.2M
5
Street
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
6
Alley
VALUES:
90
(6%)
MISSING:
1,361
(94%)
DISTINCT:
2
(<1%)
7
LotShape
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
8
LandContour
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
9
Utilities
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
10
LotConfig
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
11
LandSlope
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
12
Neighborhood
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
25
(2%)
13
Condition1
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
14
Condition2
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
15
BldgType
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
16
HouseStyle
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
17
OverallQual
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
18
OverallCond
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
19
YearBuilt
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
112
(8%)
ZEROES:
---
MAX
2,010
95%
2,007
Q3
2,000
MEDIAN
1,972
AVG
1,971
Q1
1,954
5%
1,916
MIN
1,872
RANGE
138
IQR
46.0
STD
30.2
VAR
911
KURT.
-0.442
SKEW
-0.608
SUM
2.9M
20
YearRemodAdd
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
61
(4%)
ZEROES:
---
MAX
2,010.0
95%
2,007.0
Q3
2,004.0
MEDIAN
1,993.0
AVG
1,984.8
Q1
1,966.0
5%
1,950.0
MIN
1,950.0
RANGE
60.0
IQR
38.0
STD
20.7
VAR
426
KURT.
-1.28
SKEW
-0.496
SUM
2.9M
21
RoofStyle
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
22
RoofMatl
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
23
Exterior1st
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
15
(1%)
24
Exterior2nd
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
16
(1%)
25
MasVnrType
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
26
MasVnrArea
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
327
(23%)
ZEROES:
860
(59%)
MAX
1,600
95%
456
Q3
166
AVG
104
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,600
IQR
166
STD
181
VAR
32,800
KURT.
10.1
SKEW
2.67
SUM
151k
27
ExterQual
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
28
ExterCond
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
29
Foundation
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
30
BsmtQual
VALUES:
1,414
(97%)
MISSING:
37
(3%)
DISTINCT:
4
(<1%)
31
BsmtCond
VALUES:
1,414
(97%)
MISSING:
37
(3%)
DISTINCT:
4
(<1%)
32
BsmtExposure
VALUES:
1,413
(97%)
MISSING:
38
(3%)
DISTINCT:
4
(<1%)
33
BsmtFinType1
VALUES:
1,414
(97%)
MISSING:
37
(3%)
DISTINCT:
6
(<1%)
34
BsmtFinSF1
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
633
(44%)
ZEROES:
464
(32%)
MAX
5,644
95%
1,272
Q3
707
AVG
442
MEDIAN
381
Q1
0
5%
0
MIN
0
RANGE
5,644
IQR
707
STD
455
VAR
207k
KURT.
11.3
SKEW
1.70
SUM
642k
35
BsmtFinType2
VALUES:
1,413
(97%)
MISSING:
38
(3%)
DISTINCT:
6
(<1%)
36
BsmtFinSF2
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
144
(10%)
ZEROES:
1,284
(88%)
MAX
1,474
95%
398
Q3
0
AVG
47
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,474
IQR
0.00
STD
162
VAR
26,172
KURT.
20.0
SKEW
4.24
SUM
67,962
37
BsmtUnfSF
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
777
(54%)
ZEROES:
118
(8%)
MAX
2,336
95%
1,468
Q3
808
AVG
567
MEDIAN
479
Q1
222
5%
0
MIN
0
RANGE
2,336
IQR
586
STD
442
VAR
196k
KURT.
0.475
SKEW
0.920
SUM
823k
38
TotalBsmtSF
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
717
(49%)
ZEROES:
37
(3%)
MAX
6,110
95%
1,749
Q3
1,298
AVG
1,056
MEDIAN
991
Q1
795
5%
520
MIN
0
RANGE
6,110
IQR
502
STD
438
VAR
192k
KURT.
13.4
SKEW
1.54
SUM
1.5M
39
Heating
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
40
HeatingQC
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
41
CentralAir
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
42
Electrical
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
43
1stFlrSF
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
748
(52%)
ZEROES:
---
MAX
4,692
95%
1,827
Q3
1,391
AVG
1,162
MEDIAN
1,086
Q1
882
5%
672
MIN
334
RANGE
4,358
IQR
509
STD
385
VAR
148k
KURT.
5.83
SKEW
1.37
SUM
1.7M
44
2ndFlrSF
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
414
(29%)
ZEROES:
824
(57%)
MAX
2,065
95%
1,142
Q3
728
AVG
347
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
2,065
IQR
728
STD
436
VAR
190k
KURT.
-0.545
SKEW
0.816
SUM
503k
45
LowQualFinSF
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
24
(2%)
ZEROES:
1,425
(98%)
MAX
572
95%
0
Q3
0
AVG
6
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
572
IQR
0.00
STD
48.8
VAR
2,379
KURT.
82.7
SKEW
8.98
SUM
8,533
46
GrLivArea
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
858
(59%)
ZEROES:
---
MAX
5,642
95%
2,464
Q3
1,776
AVG
1,514
MEDIAN
1,464
Q1
1,128
5%
848
MIN
334
RANGE
5,308
IQR
648
STD
526
VAR
276k
KURT.
4.93
SKEW
1.37
SUM
2.2M
47
BsmtFullBath
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
48
BsmtHalfBath
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
49
FullBath
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
50
HalfBath
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
51
BedroomAbvGr
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
52
KitchenAbvGr
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
53
KitchenQual
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
54
TotRmsAbvGrd
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
---
MAX
14.0
95%
10.0
Q3
7.0
AVG
6.5
MEDIAN
6.0
Q1
5.0
5%
4.0
MIN
2.0
RANGE
12.0
IQR
2.00
STD
1.63
VAR
2.65
KURT.
0.886
SKEW
0.681
SUM
9,456
55
Functional
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
56
Fireplaces
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
57
FireplaceQu
VALUES:
766
(53%)
MISSING:
685
(47%)
DISTINCT:
5
(<1%)
58
GarageType
VALUES:
1,370
(94%)
MISSING:
81
(6%)
DISTINCT:
6
(<1%)
59
GarageYrBlt
VALUES:
1,370
(94%)
MISSING:
81
(6%)
DISTINCT:
97
(7%)
ZEROES:
---
MAX
2,010
95%
2,007
Q3
2,002
MEDIAN
1,980
AVG
1,978
Q1
1,961
5%
1,930
MIN
1,900
RANGE
110
IQR
41.0
STD
24.7
VAR
609
KURT.
-0.424
SKEW
-0.643
SUM
2.7M
60
GarageFinish
VALUES:
1,370
(94%)
MISSING:
81
(6%)
DISTINCT:
3
(<1%)
61
GarageCars
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
62
GarageArea
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
438
(30%)
ZEROES:
81
(6%)
MAX
1,418
95%
849
Q3
576
MEDIAN
478
AVG
473
Q1
328
5%
0
MIN
0
RANGE
1,418
IQR
248
STD
214
VAR
45,870
KURT.
0.909
SKEW
0.183
SUM
686k
63
GarageQual
VALUES:
1,370
(94%)
MISSING:
81
(6%)
DISTINCT:
5
(<1%)
64
GarageCond
VALUES:
1,370
(94%)
MISSING:
81
(6%)
DISTINCT:
5
(<1%)
65
PavedDrive
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
66
WoodDeckSF
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
274
(19%)
ZEROES:
755
(52%)
MAX
857
95%
335
Q3
168
AVG
94
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
857
IQR
168
STD
125
VAR
15,734
KURT.
3.00
SKEW
1.54
SUM
137k
67
OpenPorchSF
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
201
(14%)
ZEROES:
653
(45%)
MAX
547
95%
173
Q3
68
AVG
46
MEDIAN
24
Q1
0
5%
0
MIN
0
RANGE
547
IQR
68.0
STD
66.1
VAR
4,364
KURT.
8.66
SKEW
2.38
SUM
67,359
68
EnclosedPorch
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
119
(8%)
ZEROES:
1,244
(86%)
MAX
552
95%
180
Q3
0
AVG
22
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
552
IQR
0.00
STD
61.1
VAR
3,734
KURT.
10.5
SKEW
3.09
SUM
31,853
69
3SsnPorch
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
20
(1%)
ZEROES:
1,427
(98%)
MAX
508
95%
0
Q3
0
AVG
3
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
508
IQR
0.00
STD
29.4
VAR
865
KURT.
123
SKEW
10.3
SUM
4,978
70
ScreenPorch
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
76
(5%)
ZEROES:
1,335
(92%)
MAX
480
95%
160
Q3
0
AVG
15
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
480
IQR
0.00
STD
55.9
VAR
3,127
KURT.
18.3
SKEW
4.11
SUM
21,989
71
PoolArea
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
72
PoolQC
VALUES:
7
(<1%)
MISSING:
1,444
(>99%)
DISTINCT:
3
(<1%)
3
43%
-
-
Gd
2
29%
-
-
Fa
2
29%
-
-
Ex
73
Fence
VALUES:
281
(19%)
MISSING:
1,170
(81%)
DISTINCT:
4
(<1%)
74
MiscFeature
VALUES:
54
(4%)
MISSING:
1,397
(96%)
DISTINCT:
4
(<1%)
75
MiscVal
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
21
(1%)
ZEROES:
1,399
(96%)
MAX
15,500
95%
0
Q3
0
AVG
44
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
15,500
IQR
0.00
STD
498
VAR
248k
KURT.
697
SKEW
24.4
SUM
63,494
76
MoSold
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
---
MAX
12.0
95%
11.0
Q3
8.0
AVG
6.3
MEDIAN
6.0
Q1
5.0
5%
2.0
MIN
1.0
RANGE
11.0
IQR
3.00
STD
2.70
VAR
7.29
KURT.
-0.398
SKEW
0.209
SUM
9,169
77
YrSold
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
78
SaleType
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
79
SaleCondition
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
80
SalePrice
VALUES:
1,451
(100%)
MISSING:
---
DISTINCT:
657
(45%)
ZEROES:
---
MAX
755k
95%
326k
Q3
214k
AVG
181k
MEDIAN
162k
Q1
130k
5%
88k
MIN
35k
RANGE
720k
IQR
84,100
STD
79,312
VAR
6.3B
KURT.
6.57
SKEW
1.88
SUM
262.1M
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
MSSubClass
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
-0.38
2ndFlrSF
0.31
1stFlrSF
-0.25
TotalBsmtSF
-0.24
BsmtUnfSF
-0.14
LotArea
-0.14
GarageArea
-0.10
GarageYrBlt
0.09
SalePrice
-0.08
GrLivArea
0.08
BsmtFinSF1
-0.07
BsmtFinSF2
-0.07
LowQualFinSF
0.05
3SsnPorch
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
0.86
Neighborhood
0.53
HouseStyle
0.51
MSZoning
0.35
KitchenAbvGr
0.29
BedroomAbvGr
0.27
Exterior2nd
0.24
Exterior1st
0.22
Alley
0.18
GarageCars
0.18
HalfBath
0.18
BsmtQual
0.17
GarageType
0.17
OverallQual
0.16
MOST FREQUENT VALUES
20
532
36.7%
60
296
20.4%
50
144
9.9%
120
86
5.9%
30
69
4.8%
160
63
4.3%
70
60
4.1%
80
57
3.9%
90
52
3.6%
190
30
2.1%
85
20
1.4%
75
16
1.1%
45
12
0.8%
180
10
0.7%
40
4
0.3%
SMALLEST VALUES
20
532
36.7%
30
69
4.8%
40
4
0.3%
45
12
0.8%
50
144
9.9%
60
296
20.4%
70
60
4.1%
75
16
1.1%
80
57
3.9%
85
20
1.4%
90
52
3.6%
120
86
5.9%
160
63
4.3%
180
10
0.7%
190
30
2.1%
LARGEST VALUES
190
30
2.1%
180
10
0.7%
160
63
4.3%
120
86
5.9%
90
52
3.6%
85
20
1.4%
80
57
3.9%
75
16
1.1%
70
60
4.1%
60
296
20.4%
50
144
9.9%
45
12
0.8%
40
4
0.3%
30
69
4.8%
20
532
36.7%
MSZoning
MISSING:
---
TOP CATEGORIES
RL
1,145
79%
RM
218
15%
FV
62
4%
RH
16
1%
C (all)
10
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MSZoning
PROVIDES INFORMATION ON...
Alley
0.27
Street
0.17
Neighborhood
0.16
CentralAir
0.12
Condition2
0.11
PavedDrive
0.11
BldgType
0.09
Foundation
0.09
GarageType
0.08
ExterQual
0.08
Heating
0.07
GarageQual
0.07
FullBath
0.07
BsmtQual
0.06

THESE FEATURES
GIVE INFORMATION
ON MSZoning:
Neighborhood
0.67
Exterior2nd
0.14
Foundation
0.13
Exterior1st
0.13
GarageType
0.12
Alley
0.11
OverallQual
0.10
BsmtQual
0.10
HouseStyle
0.09
GarageFinish
0.09
ExterQual
0.09
BldgType
0.09
OverallCond
0.08
FullBath
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MSZoning
CORRELATION RATIO WITH...
YearBuilt
0.47
MSSubClass
0.35
SalePrice
0.33
1stFlrSF
0.31
YearRemodAdd
0.28
TotalBsmtSF
0.27
GarageArea
0.27
EnclosedPorch
0.23
BsmtFinSF1
0.21
LotArea
0.21
OpenPorchSF
0.19
GarageYrBlt
0.17
WoodDeckSF
0.17
GrLivArea
0.16
LotFrontage
MISSING:
257
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.46
LotArea
0.43
GrLivArea
0.40
TotalBsmtSF
0.39
MSSubClass
-0.38
TotRmsAbvGrd
0.35
SalePrice
0.35
GarageArea
0.34
BsmtFinSF1
0.24
MasVnrArea
0.19
OpenPorchSF
0.15
BsmtUnfSF
0.13
YearBuilt
0.12
YearRemodAdd
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.30
BldgType
0.27
OverallQual
0.25
GarageCars
0.24
LotConfig
0.24
PoolArea
0.23
RoofMatl
0.21
BsmtQual
0.21
SaleType
0.19
LotShape
0.19
SaleCondition
0.19
KitchenQual
0.18
Exterior2nd
0.17
BedroomAbvGr
0.17
MOST FREQUENT VALUES
60.0
143
12.0%
70.0
70
5.9%
80.0
69
5.8%
50.0
57
4.8%
75.0
52
4.4%
65.0
43
3.6%
85.0
40
3.4%
78.0
25
2.1%
21.0
23
1.9%
90.0
23
1.9%
68.0
19
1.6%
24.0
19
1.6%
64.0
19
1.6%
72.0
17
1.4%
79.0
17
1.4%
SMALLEST VALUES
21.0
23
1.9%
24.0
19
1.6%
30.0
6
0.5%
32.0
5
0.4%
33.0
1
<0.1%
34.0
10
0.8%
35.0
8
0.7%
36.0
6
0.5%
37.0
5
0.4%
38.0
1
<0.1%
39.0
1
<0.1%
40.0
12
1.0%
41.0
6
0.5%
42.0
4
0.3%
43.0
12
1.0%
LARGEST VALUES
313.0
2
0.2%
182.0
1
<0.1%
174.0
2
0.2%
168.0
1
<0.1%
160.0
1
<0.1%
153.0
1
<0.1%
152.0
1
<0.1%
150.0
1
<0.1%
149.0
1
<0.1%
144.0
1
<0.1%
141.0
1
<0.1%
140.0
1
<0.1%
138.0
1
<0.1%
137.0
1
<0.1%
134.0
2
0.2%
LotArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
0.43
1stFlrSF
0.30
SalePrice
0.26
GrLivArea
0.26
TotalBsmtSF
0.26
BsmtFinSF1
0.21
TotRmsAbvGrd
0.19
GarageArea
0.18
WoodDeckSF
0.17
MSSubClass
-0.14
BsmtFinSF2
0.11
MasVnrArea
0.10
OpenPorchSF
0.09
2ndFlrSF
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandSlope
0.55
Neighborhood
0.42
LandContour
0.38
LotShape
0.37
BsmtFullBath
0.33
Fireplaces
0.31
BsmtExposure
0.28
BldgType
0.24
RoofMatl
0.23
MSZoning
0.21
Street
0.20
Exterior2nd
0.19
LotConfig
0.19
FireplaceQu
0.19
MOST FREQUENT VALUES
7200
25
1.7%
9600
24
1.7%
6000
17
1.2%
10800
14
1.0%
9000
14
1.0%
8400
14
1.0%
1680
10
0.7%
7500
9
0.6%
9100
8
0.6%
6240
8
0.6%
6120
8
0.6%
8125
7
0.5%
3182
7
0.5%
7800
6
0.4%
8450
6
0.4%
SMALLEST VALUES
1300
1
<0.1%
1477
1
<0.1%
1491
1
<0.1%
1526
1
<0.1%
1533
2
0.1%
1596
1
<0.1%
1680
10
0.7%
1869
1
<0.1%
1890
2
0.1%
1920
1
<0.1%
1936
1
<0.1%
1950
1
<0.1%
1953
1
<0.1%
1974
1
<0.1%
2001
1
<0.1%
LARGEST VALUES
215245
1
<0.1%
164660
1
<0.1%
159000
1
<0.1%
115149
1
<0.1%
70761
1
<0.1%
63887
1
<0.1%
57200
1
<0.1%
53504
1
<0.1%
53227
1
<0.1%
53107
1
<0.1%
50271
1
<0.1%
46589
1
<0.1%
45600
1
<0.1%
40094
1
<0.1%
39104
1
<0.1%
Street
MISSING:
---
TOP CATEGORIES
Pave
1,445
>99%
Grvl
6
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Street
PROVIDES INFORMATION ON...
MiscFeature
0.02
LandSlope
0.02
ExterQual
0.01
LandContour
0.01
MSZoning
0.01
GarageType
0.01
CentralAir
0.01
BldgType
0.01
Condition1
0.00
BsmtFinType2
0.00
SaleType
0.00
Neighborhood
0.00
BsmtExposure
0.00
SaleCondition
0.00

THESE FEATURES
GIVE INFORMATION
ON Street:
Neighborhood
0.39
ExterQual
0.30
GarageType
0.23
LandSlope
0.21
MSZoning
0.17
MiscFeature
0.16
OverallQual
0.15
LandContour
0.14
BsmtExposure
0.14
BldgType
0.13
Foundation
0.13
KitchenQual
0.11
Fireplaces
0.11
Exterior1st
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Street
CORRELATION RATIO WITH...
LotArea
0.20
YearRemodAdd
0.07
GarageArea
0.05
2ndFlrSF
0.05
TotRmsAbvGrd
0.05
GrLivArea
0.04
SalePrice
0.04
BsmtFinSF2
0.04
BsmtUnfSF
0.04
ScreenPorch
0.03
GarageYrBlt
0.03
LotFrontage
0.03
MSSubClass
0.02
EnclosedPorch
0.02
Alley
MISSING:
1,361
(94%)
TOP CATEGORIES
Grvl
50
56%
Pave
40
44%
ALL
90
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Alley
PROVIDES INFORMATION ON...
MSZoning
0.11
Heating
0.06
PavedDrive
0.06
CentralAir
0.05
Neighborhood
0.04
GarageType
0.04
Foundation
0.03
GarageCond
0.03
BldgType
0.03
Electrical
0.02
GarageQual
0.02
GarageFinish
0.02
Exterior1st
0.02
Exterior2nd
0.02

THESE FEATURES
GIVE INFORMATION
ON Alley:
Neighborhood
0.42
MSZoning
0.27
Exterior2nd
0.16
Exterior1st
0.16
GarageType
0.15
Foundation
0.13
GarageFinish
0.10
HouseStyle
0.08
BsmtQual
0.07
PavedDrive
0.07
BsmtFinType1
0.07
BldgType
0.07
OverallCond
0.06
OverallQual
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Alley
CORRELATION RATIO WITH...
YearBuilt
0.32
EnclosedPorch
0.19
MSSubClass
0.18
BsmtFinSF1
0.15
SalePrice
0.14
1stFlrSF
0.14
TotalBsmtSF
0.14
YearRemodAdd
0.13
WoodDeckSF
0.12
2ndFlrSF
0.11
GarageArea
0.10
MasVnrArea
0.09
LotArea
0.08
GarageYrBlt
0.08
LotShape
MISSING:
---
TOP CATEGORIES
Reg
918
63%
IR1
482
33%
IR2
41
3%
IR3
10
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotShape
PROVIDES INFORMATION ON...
PoolArea
0.17
Utilities
0.13
LotConfig
0.09
RoofMatl
0.09
Condition2
0.08
MSZoning
0.07
LandContour
0.05
Heating
0.05
LandSlope
0.04
Neighborhood
0.04
Alley
0.04
KitchenAbvGr
0.04
Street
0.03
BsmtQual
0.03

THESE FEATURES
GIVE INFORMATION
ON LotShape:
Neighborhood
0.15
LotConfig
0.10
MSZoning
0.06
BsmtQual
0.05
GarageType
0.05
GarageFinish
0.04
Exterior2nd
0.04
OverallQual
0.04
GarageCars
0.04
FireplaceQu
0.03
Exterior1st
0.03
Foundation
0.03
Fireplaces
0.03
ExterQual
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotShape
CORRELATION RATIO WITH...
LotArea
0.37
SalePrice
0.28
YearBuilt
0.24
TotalBsmtSF
0.22
GrLivArea
0.21
1stFlrSF
0.20
LotFrontage
0.19
BsmtFinSF1
0.18
YearRemodAdd
0.18
GarageArea
0.18
WoodDeckSF
0.17
TotRmsAbvGrd
0.14
MSSubClass
0.13
MasVnrArea
0.11
LandContour
MISSING:
---
TOP CATEGORIES
Lvl
1,302
90%
Bnk
63
4%
HLS
50
3%
Low
36
2%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandContour
PROVIDES INFORMATION ON...
LandSlope
0.38
Street
0.14
RoofMatl
0.13
Condition2
0.07
PoolArea
0.07
Neighborhood
0.04
BsmtExposure
0.04
PavedDrive
0.03
ExterQual
0.03
LotShape
0.03
CentralAir
0.03
MSZoning
0.03
Alley
0.02
SaleCondition
0.02

THESE FEATURES
GIVE INFORMATION
ON LandContour:
Neighborhood
0.28
LandSlope
0.20
BsmtExposure
0.09
Exterior2nd
0.08
Exterior1st
0.08
OverallQual
0.05
ExterQual
0.05
GarageType
0.05
LotShape
0.05
GarageFinish
0.05
HouseStyle
0.05
BsmtFinType1
0.04
MSZoning
0.04
Foundation
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandContour
CORRELATION RATIO WITH...
LotArea
0.38
YearBuilt
0.22
SalePrice
0.16
YearRemodAdd
0.14
BsmtFinSF1
0.14
LowQualFinSF
0.13
GarageArea
0.12
LotFrontage
0.12
WoodDeckSF
0.12
BsmtUnfSF
0.10
TotalBsmtSF
0.09
GarageYrBlt
0.09
EnclosedPorch
0.09
MoSold
0.08
Utilities
MISSING:
---
TOP CATEGORIES
AllPub
1,450
>99%
NoSeWa
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Utilities
PROVIDES INFORMATION ON...
BsmtHalfBath
0.01
Electrical
0.01
SaleType
0.00
BsmtFinType2
0.00
SaleCondition
0.00
GarageType
0.00
LotConfig
0.00
HouseStyle
0.00
HeatingQC
0.00
LotShape
0.00
OverallCond
0.00
MasVnrType
0.00
Neighborhood
0.00
FireplaceQu
0.00

THESE FEATURES
GIVE INFORMATION
ON Utilities:
GarageType
0.53
Neighborhood
0.44
SaleType
0.43
BsmtFinType2
0.40
HouseStyle
0.38
BsmtHalfBath
0.35
LotConfig
0.33
Electrical
0.33
SaleCondition
0.32
Exterior2nd
0.24
Exterior1st
0.23
HeatingQC
0.22
OverallCond
0.21
YrSold
0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Utilities
CORRELATION RATIO WITH...
ScreenPorch
0.10
MasVnrArea
0.06
MoSold
0.05
BsmtFinSF2
0.05
LotFrontage
0.04
YearRemodAdd
0.03
OpenPorchSF
0.03
MSSubClass
0.02
2ndFlrSF
0.02
WoodDeckSF
0.02
BsmtFinSF1
0.02
SalePrice
0.01
TotalBsmtSF
0.01
BsmtUnfSF
0.01
LotConfig
MISSING:
---
TOP CATEGORIES
Inside
1,045
72%
Corner
262
18%
CulDSac
93
6%
FR2
47
3%
FR3
4
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotConfig
PROVIDES INFORMATION ON...
Utilities
0.33
PoolArea
0.15
Condition2
0.11
RoofMatl
0.10
LotShape
0.10
Condition1
0.05
Heating
0.03
KitchenAbvGr
0.03
MSZoning
0.03
BldgType
0.03
LandSlope
0.03
GarageCond
0.03
Alley
0.03
Neighborhood
0.02

THESE FEATURES
GIVE INFORMATION
ON LotConfig:
LotShape
0.09
Neighborhood
0.08
Exterior2nd
0.04
Condition1
0.04
Exterior1st
0.03
MSZoning
0.02
BldgType
0.02
GarageType
0.02
BsmtFinType1
0.02
BsmtQual
0.02
Foundation
0.02
OverallQual
0.02
OverallCond
0.01
RoofMatl
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotConfig
CORRELATION RATIO WITH...
LotFrontage
0.24
LotArea
0.19
YearBuilt
0.16
SalePrice
0.15
EnclosedPorch
0.14
YearRemodAdd
0.12
GrLivArea
0.11
1stFlrSF
0.09
BsmtFinSF1
0.09
GarageArea
0.09
MSSubClass
0.09
WoodDeckSF
0.09
TotalBsmtSF
0.07
MiscVal
0.07
LandSlope
MISSING:
---
TOP CATEGORIES
Gtl
1,373
95%
Mod
65
4%
Sev
13
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandSlope
PROVIDES INFORMATION ON...
Street
0.21
LandContour
0.20
RoofMatl
0.13
BsmtExposure
0.03
Condition2
0.02
RoofStyle
0.02
Neighborhood
0.02
Functional
0.02
BsmtFullBath
0.01
Heating
0.01
Fireplaces
0.01
LotShape
0.01
Exterior1st
0.01
BsmtCond
0.01

THESE FEATURES
GIVE INFORMATION
ON LandSlope:
LandContour
0.38
Neighborhood
0.23
BsmtExposure
0.14
Exterior1st
0.10
Exterior2nd
0.09
RoofMatl
0.06
RoofStyle
0.06
Fireplaces
0.06
OverallQual
0.05
BsmtFullBath
0.05
LotShape
0.04
GarageType
0.04
BedroomAbvGr
0.03
MSZoning
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandSlope
CORRELATION RATIO WITH...
LotArea
0.55
BsmtUnfSF
0.12
BsmtFinSF1
0.12
BsmtFinSF2
0.11
WoodDeckSF
0.10
YearBuilt
0.07
1stFlrSF
0.07
LotFrontage
0.07
ScreenPorch
0.06
YearRemodAdd
0.06
SalePrice
0.05
GrLivArea
0.05
TotalBsmtSF
0.04
TotRmsAbvGrd
0.04
Neighborhood
MISSING:
---
TOP CATEGORIES
NAmes
225
16%
CollgCr
149
10%
OldTown
113
8%
Edwards
100
7%
Somerst
83
6%
Gilbert
78
5%
NridgHt
76
5%
Sawyer
74
5%
NWAmes
73
5%
BrkSide
58
4%
SawyerW
58
4%
Crawfor
50
3%
Mitchel
49
3%
NoRidge
41
3%
IDOTRR
37
3%
Timber
37
3%
ClearCr
28
2%
(Other)
122
8%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Neighborhood
PROVIDES INFORMATION ON...
MSZoning
0.67
Foundation
0.45
Utilities
0.44
ExterQual
0.44
Alley
0.42
BsmtQual
0.41
Street
0.39
BldgType
0.36
PoolArea
0.35
Condition2
0.33
FullBath
0.32
PavedDrive
0.30
KitchenQual
0.30
CentralAir
0.29

THESE FEATURES
GIVE INFORMATION
ON Neighborhood:
Exterior2nd
0.19
Exterior1st
0.19
Foundation
0.16
OverallQual
0.16
MSZoning
0.16
BsmtQual
0.16
ExterQual
0.12
GarageCars
0.11
GarageType
0.11
BsmtFinType1
0.11
GarageFinish
0.10
HouseStyle
0.10
KitchenQual
0.10
OverallCond
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
CORRELATION RATIO WITH...
YearBuilt
0.88
SalePrice
0.74
YearRemodAdd
0.62
GarageArea
0.57
MSSubClass
0.53
MasVnrArea
0.52
GrLivArea
0.52
TotalBsmtSF
0.52
1stFlrSF
0.51
2ndFlrSF
0.45
LotArea
0.42
BsmtFinSF1
0.40
TotRmsAbvGrd
0.40
EnclosedPorch
0.39
Condition1
MISSING:
---
TOP CATEGORIES
Norm
1,251
86%
Feedr
81
6%
Artery
48
3%
RRAn
26
2%
PosN
19
1%
RRAe
11
<1%
PosA
8
<1%
RRNn
5
<1%
RRNe
2
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition1
PROVIDES INFORMATION ON...
Condition2
0.46
PoolArea
0.19
RoofMatl
0.11
Street
0.10
KitchenAbvGr
0.06
Neighborhood
0.05
Alley
0.05
Heating
0.04
BsmtQual
0.04
BldgType
0.04
PavedDrive
0.04
LotConfig
0.04
ExterQual
0.03
GarageCond
0.03

THESE FEATURES
GIVE INFORMATION
ON Condition1:
Neighborhood
0.24
Exterior2nd
0.08
Exterior1st
0.08
BsmtQual
0.07
OverallQual
0.07
HouseStyle
0.06
Condition2
0.06
GarageFinish
0.05
GarageType
0.05
LotConfig
0.05
Foundation
0.05
OverallCond
0.05
ExterQual
0.04
BldgType
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition1
CORRELATION RATIO WITH...
YearBuilt
0.28
YearRemodAdd
0.21
3SsnPorch
0.18
SalePrice
0.18
1stFlrSF
0.17
GrLivArea
0.15
EnclosedPorch
0.14
WoodDeckSF
0.13
TotalBsmtSF
0.13
TotRmsAbvGrd
0.13
OpenPorchSF
0.13
GarageYrBlt
0.12
2ndFlrSF
0.12
LotFrontage
0.11
Condition2
MISSING:
---
TOP CATEGORIES
Norm
1,436
99%
Feedr
6
<1%
Artery
2
<1%
RRNn
2
<1%
PosN
2
<1%
PosA
1
<1%
RRAe
1
<1%
RRAn
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition2
PROVIDES INFORMATION ON...
Condition1
0.06
KitchenAbvGr
0.05
MiscFeature
0.03
GarageQual
0.02
BldgType
0.02
ExterCond
0.02
ExterQual
0.01
RoofStyle
0.01
MSZoning
0.01
OverallCond
0.01
SaleType
0.01
GarageType
0.01
LandContour
0.01
PavedDrive
0.01

THESE FEATURES
GIVE INFORMATION
ON Condition2:
Condition1
0.46
Neighborhood
0.33
OverallQual
0.24
Exterior1st
0.21
OverallCond
0.21
Exterior2nd
0.21
BsmtFinType1
0.17
GarageType
0.16
ExterQual
0.16
BsmtQual
0.16
HouseStyle
0.16
BldgType
0.15
Foundation
0.14
GarageQual
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition2
CORRELATION RATIO WITH...
MiscVal
0.44
OpenPorchSF
0.21
GrLivArea
0.17
1stFlrSF
0.16
YearBuilt
0.16
TotalBsmtSF
0.15
MasVnrArea
0.15
BsmtFinSF1
0.15
LowQualFinSF
0.14
TotRmsAbvGrd
0.13
MSSubClass
0.12
GarageArea
0.12
SalePrice
0.10
LotFrontage
0.10
BldgType
MISSING:
---
TOP CATEGORIES
1Fam
1,212
84%
TwnhsE
113
8%
Duplex
52
4%
Twnhs
43
3%
2fmCon
31
2%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BldgType
PROVIDES INFORMATION ON...
KitchenAbvGr
0.70
Condition2
0.15
Street
0.13
CentralAir
0.11
BedroomAbvGr
0.10
Heating
0.09
MSZoning
0.09
Neighborhood
0.08
Alley
0.07
BsmtQual
0.06
BsmtCond
0.06
Foundation
0.06
ExterQual
0.06
GarageQual
0.06

THESE FEATURES
GIVE INFORMATION
ON BldgType:
Neighborhood
0.36
KitchenAbvGr
0.21
BedroomAbvGr
0.19
Exterior2nd
0.11
BsmtQual
0.11
Exterior1st
0.10
Foundation
0.10
MSZoning
0.09
GarageFinish
0.08
OverallQual
0.08
HouseStyle
0.08
GarageType
0.08
ExterQual
0.07
BsmtFinType1
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
CORRELATION RATIO WITH...
MSSubClass
0.86
YearBuilt
0.32
TotRmsAbvGrd
0.29
LotFrontage
0.27
LotArea
0.24
GarageYrBlt
0.23
YearRemodAdd
0.23
1stFlrSF
0.20
SalePrice
0.19
TotalBsmtSF
0.15
2ndFlrSF
0.15
EnclosedPorch
0.14
GrLivArea
0.14
GarageArea
0.14
HouseStyle
MISSING:
---
TOP CATEGORIES
1Story
721
50%
2Story
442
30%
1.5Fin
154
11%
SLvl
64
4%
SFoyer
37
3%
1.5Unf
14
<1%
2.5Unf
11
<1%
2.5Fin
8
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HouseStyle
PROVIDES INFORMATION ON...
Utilities
0.38
HalfBath
0.33
PoolArea
0.20
Condition2
0.16
Heating
0.15
BedroomAbvGr
0.12
GarageType
0.11
FullBath
0.11
Foundation
0.10
Neighborhood
0.10
MSZoning
0.09
RoofMatl
0.09
Street
0.09
Alley
0.08

THESE FEATURES
GIVE INFORMATION
ON HouseStyle:
Neighborhood
0.23
HalfBath
0.18
BedroomAbvGr
0.11
GarageType
0.10
Exterior2nd
0.09
Exterior1st
0.09
Foundation
0.08
OverallQual
0.08
FullBath
0.07
BsmtFinType1
0.07
BsmtQual
0.07
BsmtExposure
0.07
GarageFinish
0.06
MSZoning
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
CORRELATION RATIO WITH...
2ndFlrSF
0.92
LowQualFinSF
0.61
GrLivArea
0.56
TotRmsAbvGrd
0.53
MSSubClass
0.51
YearBuilt
0.48
1stFlrSF
0.39
TotalBsmtSF
0.34
YearRemodAdd
0.32
SalePrice
0.29
BsmtFinSF1
0.25
OpenPorchSF
0.25
GarageArea
0.25
BsmtUnfSF
0.24
OverallQual
MISSING:
---
TOP CATEGORIES
5
396
27%
6
372
26%
7
315
22%
8
167
12%
4
116
8%
9
43
3%
3
20
1%
10
17
1%
2
3
<1%
1
2
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallQual
PROVIDES INFORMATION ON...
ExterQual
0.46
KitchenQual
0.33
BsmtQual
0.30
PoolArea
0.29
FullBath
0.27
GarageCars
0.26
Condition2
0.24
Foundation
0.22
CentralAir
0.18
GarageFinish
0.17
Utilities
0.16
Neighborhood
0.16
Heating
0.16
GarageCond
0.15

THESE FEATURES
GIVE INFORMATION
ON OverallQual:
Neighborhood
0.27
ExterQual
0.22
BsmtQual
0.20
KitchenQual
0.19
GarageCars
0.17
Foundation
0.13
FullBath
0.13
GarageFinish
0.12
BsmtFinType1
0.11
Exterior1st
0.10
Exterior2nd
0.10
FireplaceQu
0.10
GarageType
0.09
OverallCond
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
CORRELATION RATIO WITH...
SalePrice
0.83
GrLivArea
0.62
YearBuilt
0.59
GarageArea
0.58
TotalBsmtSF
0.58
YearRemodAdd
0.57
1stFlrSF
0.53
MasVnrArea
0.46
TotRmsAbvGrd
0.45
GarageYrBlt
0.35
2ndFlrSF
0.35
BsmtUnfSF
0.33
BsmtFinSF1
0.33
OpenPorchSF
0.32
OverallCond
MISSING:
---
TOP CATEGORIES
5
814
56%
6
251
17%
7
205
14%
8
72
5%
4
57
4%
3
24
2%
9
22
2%
2
5
<1%
1
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallCond
PROVIDES INFORMATION ON...
Condition2
0.21
Utilities
0.21
ExterCond
0.20
PoolArea
0.18
Foundation
0.17
ExterQual
0.16
BsmtQual
0.15
Heating
0.14
CentralAir
0.13
FullBath
0.12
SaleType
0.11
Electrical
0.11
Street
0.10
BsmtCond
0.10

THESE FEATURES
GIVE INFORMATION
ON OverallCond:
Neighborhood
0.20
Foundation
0.13
BsmtQual
0.12
OverallQual
0.12
Exterior1st
0.11
Exterior2nd
0.11
ExterQual
0.10
GarageCars
0.08
FullBath
0.07
BsmtFinType1
0.07
ExterCond
0.07
KitchenQual
0.06
GarageFinish
0.06
GarageType
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallCond
CORRELATION RATIO WITH...
YearBuilt
0.62
YearRemodAdd
0.43
SalePrice
0.36
GarageArea
0.32
TotalBsmtSF
0.27
MasVnrArea
0.22
GarageYrBlt
0.22
GrLivArea
0.21
1stFlrSF
0.20
EnclosedPorch
0.20
BsmtUnfSF
0.20
OpenPorchSF
0.17
TotRmsAbvGrd
0.17
LowQualFinSF
0.14
YearBuilt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageYrBlt
0.82
YearRemodAdd
0.59
SalePrice
0.52
GarageArea
0.48
TotalBsmtSF
0.39
EnclosedPorch
-0.39
MasVnrArea
0.32
1stFlrSF
0.29
BsmtFinSF1
0.25
WoodDeckSF
0.23
GrLivArea
0.20
OpenPorchSF
0.19
LowQualFinSF
-0.18
BsmtUnfSF
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.88
Foundation
0.76
BsmtQual
0.75
Exterior1st
0.66
Exterior2nd
0.66
GarageFinish
0.63
OverallCond
0.62
ExterQual
0.62
GarageType
0.60
OverallQual
0.59
GarageCars
0.57
KitchenQual
0.55
BsmtFinType1
0.51
FullBath
0.51
MOST FREQUENT VALUES
2006
64
4.4%
2005
64
4.4%
2004
54
3.7%
2007
47
3.2%
2003
44
3.0%
1976
33
2.3%
1977
32
2.2%
1920
30
2.1%
1959
26
1.8%
1999
25
1.7%
1998
25
1.7%
1958
24
1.7%
1965
24
1.7%
1970
24
1.7%
1954
24
1.7%
SMALLEST VALUES
1872
1
<0.1%
1875
1
<0.1%
1880
4
0.3%
1882
1
<0.1%
1885
2
0.1%
1890
2
0.1%
1892
2
0.1%
1893
1
<0.1%
1898
1
<0.1%
1900
10
0.7%
1904
1
<0.1%
1905
1
<0.1%
1906
1
<0.1%
1908
2
0.1%
1910
17
1.2%
LARGEST VALUES
2010
1
<0.1%
2009
18
1.2%
2008
23
1.6%
2007
47
3.2%
2006
64
4.4%
2005
64
4.4%
2004
54
3.7%
2003
44
3.0%
2002
21
1.4%
2001
20
1.4%
2000
24
1.7%
1999
25
1.7%
1998
25
1.7%
1997
14
1.0%
1996
15
1.0%
YearRemodAdd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageYrBlt
0.64
YearBuilt
0.59
SalePrice
0.51
GarageArea
0.37
TotalBsmtSF
0.29
GrLivArea
0.29
1stFlrSF
0.24
OpenPorchSF
0.22
WoodDeckSF
0.21
TotRmsAbvGrd
0.19
EnclosedPorch
-0.19
BsmtUnfSF
0.18
MasVnrArea
0.18
2ndFlrSF
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenQual
0.65
Neighborhood
0.62
ExterQual
0.60
BsmtQual
0.59
Foundation
0.58
OverallQual
0.57
HeatingQC
0.55
Exterior2nd
0.54
Exterior1st
0.54
BsmtFinType1
0.49
GarageFinish
0.47
GarageCars
0.46
FullBath
0.45
OverallCond
0.43
MOST FREQUENT VALUES
1950
178
12.3%
2006
96
6.6%
2007
73
5.0%
2005
73
5.0%
2004
62
4.3%
2000
55
3.8%
2003
50
3.4%
2002
46
3.2%
2008
39
2.7%
1996
36
2.5%
1998
36
2.5%
1995
31
2.1%
1976
30
2.1%
1999
30
2.1%
1970
26
1.8%
SMALLEST VALUES
1950
178
12.3%
1951
4
0.3%
1952
5
0.3%
1953
10
0.7%
1954
14
1.0%
1955
9
0.6%
1956
10
0.7%
1957
9
0.6%
1958
15
1.0%
1959
18
1.2%
1960
12
0.8%
1961
8
0.6%
1962
14
1.0%
1963
13
0.9%
1964
11
0.8%
LARGEST VALUES
2010
6
0.4%
2009
23
1.6%
2008
39
2.7%
2007
73
5.0%
2006
96
6.6%
2005
73
5.0%
2004
62
4.3%
2003
50
3.4%
2002
46
3.2%
2001
21
1.4%
2000
55
3.8%
1999
30
2.1%
1998
36
2.5%
1997
25
1.7%
1996
36
2.5%
RoofStyle
MISSING:
---
TOP CATEGORIES
Gable
1,133
78%
Hip
285
20%
Flat
13
<1%
Gambrel
11
<1%
Mansard
7
<1%
Shed
2
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofStyle
PROVIDES INFORMATION ON...
RoofMatl
0.47
PoolArea
0.18
Condition2
0.11
LandSlope
0.06
Heating
0.04
MiscFeature
0.04
Alley
0.04
BsmtQual
0.04
ExterQual
0.04
KitchenAbvGr
0.03
HouseStyle
0.03
MasVnrType
0.03
Functional
0.03
Utilities
0.03

THESE FEATURES
GIVE INFORMATION
ON RoofStyle:
Neighborhood
0.13
RoofMatl
0.09
HouseStyle
0.07
Exterior2nd
0.07
OverallQual
0.07
BsmtQual
0.07
Exterior1st
0.06
MasVnrType
0.05
ExterQual
0.05
GarageCars
0.05
FireplaceQu
0.04
Foundation
0.03
BsmtExposure
0.03
KitchenQual
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofStyle
CORRELATION RATIO WITH...
1stFlrSF
0.34
MiscVal
0.31
TotalBsmtSF
0.29
MasVnrArea
0.27
SalePrice
0.24
BsmtFinSF1
0.23
BsmtFinSF2
0.18
GarageArea
0.17
GrLivArea
0.16
YearBuilt
0.16
2ndFlrSF
0.16
LotFrontage
0.15
TotRmsAbvGrd
0.15
LotArea
0.15
RoofMatl
MISSING:
---
TOP CATEGORIES
CompShg
1,425
98%
Tar&Grv
11
<1%
WdShngl
6
<1%
WdShake
5
<1%
ClyTile
1
<1%
Roll
1
<1%
Metal
1
<1%
Membran
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofMatl
PROVIDES INFORMATION ON...
PoolArea
0.23
RoofStyle
0.09
LandSlope
0.06
LandContour
0.04
KitchenAbvGr
0.03
Functional
0.03
Condition1
0.02
BsmtExposure
0.02
Exterior1st
0.02
BsmtHalfBath
0.02
Exterior2nd
0.02
Fireplaces
0.02
LotConfig
0.01
LotShape
0.01

THESE FEATURES
GIVE INFORMATION
ON RoofMatl:
RoofStyle
0.47
Exterior1st
0.31
Neighborhood
0.29
Exterior2nd
0.26
BsmtExposure
0.19
OverallQual
0.14
BedroomAbvGr
0.13
LandContour
0.13
LandSlope
0.13
Fireplaces
0.12
Condition1
0.11
BsmtFinType1
0.10
FireplaceQu
0.10
LotConfig
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofMatl
CORRELATION RATIO WITH...
TotalBsmtSF
0.32
BsmtFinSF1
0.31
1stFlrSF
0.30
GrLivArea
0.26
LotArea
0.23
LotFrontage
0.21
BsmtFinSF2
0.19
SalePrice
0.18
WoodDeckSF
0.15
GarageArea
0.14
MasVnrArea
0.14
TotRmsAbvGrd
0.14
OpenPorchSF
0.13
LowQualFinSF
0.12
Exterior1st
MISSING:
---
TOP CATEGORIES
VinylSd
509
35%
HdBoard
222
15%
MetalSd
220
15%
Wd Sdng
205
14%
Plywood
108
7%
CemntBd
59
4%
BrkFace
50
3%
WdShing
26
2%
Stucco
25
2%
AsbShng
20
1%
Stone
2
<1%
BrkComm
2
<1%
ImStucc
1
<1%
AsphShn
1
<1%
CBlock
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior1st
PROVIDES INFORMATION ON...
Exterior2nd
0.80
PoolArea
0.34
RoofMatl
0.31
Foundation
0.24
Heating
0.23
Utilities
0.23
Condition2
0.21
ExterQual
0.19
CentralAir
0.19
Neighborhood
0.19
BsmtQual
0.17
Electrical
0.17
SaleType
0.17
Alley
0.16

THESE FEATURES
GIVE INFORMATION
ON Exterior1st:
Exterior2nd
0.82
Neighborhood
0.28
Foundation
0.14
BsmtQual
0.10
OverallQual
0.09
ExterQual
0.08
HeatingQC
0.08
BsmtFinType1
0.08
OverallCond
0.07
GarageCars
0.07
GarageType
0.07
GarageFinish
0.07
KitchenQual
0.07
HouseStyle
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior1st
CORRELATION RATIO WITH...
YearBuilt
0.66
YearRemodAdd
0.54
SalePrice
0.39
GarageArea
0.34
EnclosedPorch
0.32
1stFlrSF
0.30
TotalBsmtSF
0.29
BsmtUnfSF
0.27
GrLivArea
0.24
MasVnrArea
0.22
MSSubClass
0.22
BsmtFinSF1
0.22
BsmtFinSF2
0.21
OpenPorchSF
0.21
Exterior2nd
MISSING:
---
TOP CATEGORIES
VinylSd
498
34%
MetalSd
214
15%
HdBoard
207
14%
Wd Sdng
197
14%
Plywood
142
10%
CmentBd
58
4%
Wd Shng
38
3%
Stucco
26
2%
BrkFace
25
2%
AsbShng
20
1%
ImStucc
10
<1%
Brk Cmn
7
<1%
Stone
4
<1%
AsphShn
3
<1%
Other
1
<1%
CBlock
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior2nd
PROVIDES INFORMATION ON...
Exterior1st
0.82
PoolArea
0.38
Heating
0.26
RoofMatl
0.26
Foundation
0.25
Utilities
0.24
Condition2
0.21
ExterQual
0.20
Neighborhood
0.19
CentralAir
0.18
Electrical
0.18
SaleType
0.17
BsmtQual
0.17
Alley
0.16

THESE FEATURES
GIVE INFORMATION
ON Exterior2nd:
Exterior1st
0.80
Neighborhood
0.28
Foundation
0.13
BsmtQual
0.09
OverallQual
0.09
HeatingQC
0.08
ExterQual
0.08
BsmtFinType1
0.08
GarageType
0.07
OverallCond
0.07
GarageFinish
0.07
KitchenQual
0.07
GarageCars
0.07
HouseStyle
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior2nd
CORRELATION RATIO WITH...
YearBuilt
0.66
YearRemodAdd
0.54
SalePrice
0.39
GarageArea
0.34
EnclosedPorch
0.31
TotalBsmtSF
0.30
BsmtUnfSF
0.27
1stFlrSF
0.26
MSSubClass
0.24
OpenPorchSF
0.22
BsmtFinSF1
0.22
MasVnrArea
0.22
GrLivArea
0.21
WoodDeckSF
0.21
MasVnrType
MISSING:
---
TOP CATEGORIES
None
863
59%
BrkFace
445
31%
Stone
128
9%
BrkCmn
15
1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MasVnrType
PROVIDES INFORMATION ON...
Utilities
0.14
PoolArea
0.12
ExterQual
0.11
PavedDrive
0.10
CentralAir
0.09
GarageCars
0.09
Condition2
0.09
GarageQual
0.08
Foundation
0.08
BsmtQual
0.08
Neighborhood
0.08
SaleType
0.08
GarageType
0.08
GarageCond
0.08

THESE FEATURES
GIVE INFORMATION
ON MasVnrType:
Neighborhood
0.25
OverallQual
0.13
GarageCars
0.11
Exterior1st
0.10
ExterQual
0.10
Exterior2nd
0.10
BsmtQual
0.10
Foundation
0.09
GarageType
0.09
GarageFinish
0.09
KitchenQual
0.08
BsmtFinType1
0.07
FireplaceQu
0.07
HouseStyle
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
CORRELATION RATIO WITH...
MasVnrArea
0.69
YearBuilt
0.46
SalePrice
0.43
TotalBsmtSF
0.39
GarageArea
0.39
1stFlrSF
0.36
YearRemodAdd
0.31
BsmtFinSF1
0.26
GrLivArea
0.26
TotRmsAbvGrd
0.21
GarageYrBlt
0.18
EnclosedPorch
0.16
BsmtUnfSF
0.15
WoodDeckSF
0.15
MasVnrArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.48
GrLivArea
0.39
GarageArea
0.37
TotalBsmtSF
0.36
1stFlrSF
0.34
YearBuilt
0.32
TotRmsAbvGrd
0.28
BsmtFinSF1
0.26
GarageYrBlt
0.25
LotFrontage
0.19
YearRemodAdd
0.18
2ndFlrSF
0.17
WoodDeckSF
0.16
OpenPorchSF
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
0.69
Neighborhood
0.52
OverallQual
0.46
GarageCars
0.42
ExterQual
0.40
BsmtQual
0.36
KitchenQual
0.31
FireplaceQu
0.29
GarageFinish
0.29
FullBath
0.29
RoofStyle
0.27
Fireplaces
0.26
GarageType
0.26
Foundation
0.24
MOST FREQUENT VALUES
0.0
860
59.3%
72.0
8
0.6%
180.0
8
0.6%
108.0
8
0.6%
120.0
7
0.5%
16.0
7
0.5%
80.0
6
0.4%
200.0
6
0.4%
106.0
6
0.4%
340.0
6
0.4%
170.0
5
0.3%
132.0
5
0.3%
360.0
5
0.3%
84.0
5
0.3%
320.0
5
0.3%
SMALLEST VALUES
0.0
860
59.3%
1.0
2
0.1%
11.0
1
<0.1%
14.0
1
<0.1%
16.0
7
0.5%
18.0
2
0.1%
22.0
1
<0.1%
24.0
1
<0.1%
27.0
1
<0.1%
28.0
1
<0.1%
30.0
2
0.1%
31.0
1
<0.1%
32.0
1
<0.1%
34.0
1
<0.1%
36.0
1
<0.1%
LARGEST VALUES
1600.0
1
<0.1%
1378.0
1
<0.1%
1170.0
1
<0.1%
1129.0
1
<0.1%
1115.0
1
<0.1%
1047.0
1
<0.1%
1031.0
1
<0.1%
975.0
1
<0.1%
922.0
1
<0.1%
921.0
1
<0.1%
894.0
1
<0.1%
870.0
1
<0.1%
860.0
1
<0.1%
816.0
1
<0.1%
796.0
1
<0.1%
ExterQual
MISSING:
---
TOP CATEGORIES
TA
905
62%
Gd
481
33%
Ex
51
4%
Fa
14
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterQual
PROVIDES INFORMATION ON...
KitchenQual
0.35
Street
0.30
BsmtQual
0.25
OverallQual
0.22
Foundation
0.21
FullBath
0.19
GarageCars
0.17
HeatingQC
0.16
Condition2
0.16
SaleType
0.15
GarageFinish
0.14
PoolArea
0.14
CentralAir
0.12
Neighborhood
0.12

THESE FEATURES
GIVE INFORMATION
ON ExterQual:
OverallQual
0.46
Neighborhood
0.44
KitchenQual
0.43
BsmtQual
0.34
Foundation
0.27
GarageCars
0.24
HeatingQC
0.22
GarageFinish
0.21
Exterior2nd
0.20
Exterior1st
0.19
FullBath
0.19
BsmtFinType1
0.18
OverallCond
0.16
GarageType
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterQual
CORRELATION RATIO WITH...
SalePrice
0.69
YearBuilt
0.62
YearRemodAdd
0.60
GarageArea
0.50
TotalBsmtSF
0.48
GrLivArea
0.44
1stFlrSF
0.42
MasVnrArea
0.40
TotRmsAbvGrd
0.31
BsmtUnfSF
0.29
OpenPorchSF
0.29
GarageYrBlt
0.27
BsmtFinSF1
0.24
WoodDeckSF
0.21
ExterCond
MISSING:
---
TOP CATEGORIES
TA
1,273
88%
Gd
146
10%
Fa
28
2%
Ex
3
<1%
Po
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterCond
PROVIDES INFORMATION ON...
PoolArea
0.09
Condition2
0.09
BsmtCond
0.07
OverallCond
0.07
GarageCond
0.05
Functional
0.04
CentralAir
0.04
GarageQual
0.04
Electrical
0.04
PavedDrive
0.04
Heating
0.04
SaleType
0.04
MiscFeature
0.03
ExterQual
0.03

THESE FEATURES
GIVE INFORMATION
ON ExterCond:
OverallCond
0.20
Neighborhood
0.15
BsmtCond
0.07
OverallQual
0.06
BsmtQual
0.06
GarageCars
0.06
Foundation
0.06
GarageFinish
0.06
KitchenQual
0.06
Exterior1st
0.05
ExterQual
0.05
Exterior2nd
0.05
GarageType
0.05
GarageCond
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterCond
CORRELATION RATIO WITH...
YearBuilt
0.27
GarageYrBlt
0.23
GarageArea
0.18
YearRemodAdd
0.16
SalePrice
0.15
OpenPorchSF
0.14
TotalBsmtSF
0.14
LowQualFinSF
0.11
BsmtUnfSF
0.10
BsmtFinSF1
0.09
WoodDeckSF
0.09
MSSubClass
0.09
MiscVal
0.08
1stFlrSF
0.08
Foundation
MISSING:
---
TOP CATEGORIES
PConc
638
44%
CBlock
634
44%
BrkTil
146
10%
Slab
24
2%
Stone
6
<1%
Wood
3
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Foundation
PROVIDES INFORMATION ON...
BsmtQual
0.30
Heating
0.28
ExterQual
0.27
BsmtCond
0.21
CentralAir
0.20
KitchenQual
0.19
BsmtFinType1
0.17
BsmtFinType2
0.17
FullBath
0.16
Neighborhood
0.16
HeatingQC
0.16
SaleType
0.15
KitchenAbvGr
0.14
GarageCars
0.14

THESE FEATURES
GIVE INFORMATION
ON Foundation:
Neighborhood
0.45
BsmtQual
0.32
BsmtFinType1
0.27
Exterior2nd
0.25
Exterior1st
0.24
OverallQual
0.22
ExterQual
0.21
KitchenQual
0.18
HeatingQC
0.17
OverallCond
0.17
GarageFinish
0.15
GarageCars
0.14
GarageType
0.13
FullBath
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Foundation
CORRELATION RATIO WITH...
YearBuilt
0.76
YearRemodAdd
0.58
SalePrice
0.51
TotalBsmtSF
0.43
GarageArea
0.40
BsmtUnfSF
0.33
EnclosedPorch
0.31
GrLivArea
0.31
2ndFlrSF
0.26
BsmtFinSF1
0.25
MasVnrArea
0.24
OpenPorchSF
0.23
1stFlrSF
0.22
TotRmsAbvGrd
0.22
BsmtQual
MISSING:
37
(3%)
TOP CATEGORIES
TA
648
46%
Gd
611
43%
Ex
120
8%
Fa
35
2%
ALL
1,414
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtQual
PROVIDES INFORMATION ON...
BsmtCond
0.34
ExterQual
0.34
Foundation
0.32
FullBath
0.23
KitchenQual
0.22
BsmtFinType2
0.22
GarageCars
0.20
OverallQual
0.20
BsmtFinType1
0.18
SaleType
0.16
BsmtExposure
0.16
KitchenAbvGr
0.16
Neighborhood
0.16
PoolArea
0.16

THESE FEATURES
GIVE INFORMATION
ON BsmtQual:
Neighborhood
0.41
OverallQual
0.30
Foundation
0.30
BsmtFinType1
0.27
ExterQual
0.25
GarageCars
0.20
KitchenQual
0.20
Exterior1st
0.17
GarageFinish
0.17
FullBath
0.17
Exterior2nd
0.17
BsmtExposure
0.16
OverallCond
0.15
BsmtCond
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
CORRELATION RATIO WITH...
YearBuilt
0.75
SalePrice
0.68
YearRemodAdd
0.59
TotalBsmtSF
0.59
GarageArea
0.48
1stFlrSF
0.41
GrLivArea
0.39
MasVnrArea
0.36
BsmtFinSF1
0.33
OpenPorchSF
0.28
WoodDeckSF
0.27
BsmtUnfSF
0.27
TotRmsAbvGrd
0.26
EnclosedPorch
0.25
BsmtCond
MISSING:
37
(3%)
TOP CATEGORIES
TA
1,303
92%
Gd
64
5%
Fa
45
3%
Po
2
<1%
ALL
1,414
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtCond
PROVIDES INFORMATION ON...
BsmtFinType2
0.19
Heating
0.14
BsmtQual
0.13
CentralAir
0.12
BsmtExposure
0.12
KitchenAbvGr
0.11
Foundation
0.09
BsmtFinType1
0.08
Electrical
0.08
ExterCond
0.07
Functional
0.06
PavedDrive
0.06
GarageCond
0.06
RoofMatl
0.05

THESE FEATURES
GIVE INFORMATION
ON BsmtCond:
BsmtQual
0.34
BsmtFinType1
0.32
BsmtExposure
0.28
BsmtFinType2
0.27
Foundation
0.21
Neighborhood
0.14
OverallQual
0.12
OverallCond
0.10
Exterior1st
0.08
Exterior2nd
0.07
ExterCond
0.07
CentralAir
0.07
Electrical
0.06
ExterQual
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtCond
CORRELATION RATIO WITH...
TotalBsmtSF
0.40
YearBuilt
0.28
SalePrice
0.22
BsmtUnfSF
0.21
YearRemodAdd
0.20
BsmtFinSF1
0.18
GarageArea
0.17
GarageYrBlt
0.15
WoodDeckSF
0.13
LowQualFinSF
0.12
EnclosedPorch
0.11
MasVnrArea
0.10
BsmtFinSF2
0.10
OpenPorchSF
0.09
BsmtExposure
MISSING:
38
(3%)
TOP CATEGORIES
No
945
67%
Av
221
16%
Gd
133
9%
Mn
114
8%
ALL
1,413
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtExposure
PROVIDES INFORMATION ON...
BsmtCond
0.28
BsmtFinType2
0.19
RoofMatl
0.19
PoolArea
0.16
BsmtQual
0.16
Street
0.14
LandSlope
0.14
Heating
0.13
KitchenAbvGr
0.11
BsmtFinType1
0.11
Foundation
0.10
LandContour
0.09
BsmtFullBath
0.09
Condition2
0.08

THESE FEATURES
GIVE INFORMATION
ON BsmtExposure:
BsmtFinType1
0.17
BsmtQual
0.16
Neighborhood
0.13
BsmtCond
0.12
BsmtFinType2
0.12
Foundation
0.10
HouseStyle
0.08
OverallQual
0.07
BsmtFullBath
0.06
Exterior2nd
0.05
Exterior1st
0.05
GarageType
0.05
GarageCars
0.04
GarageFinish
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtExposure
CORRELATION RATIO WITH...
TotalBsmtSF
0.49
BsmtFinSF1
0.39
SalePrice
0.38
1stFlrSF
0.32
YearBuilt
0.32
LotArea
0.28
GarageArea
0.26
WoodDeckSF
0.25
YearRemodAdd
0.25
BsmtUnfSF
0.23
MasVnrArea
0.19
GrLivArea
0.17
2ndFlrSF
0.15
BsmtFinSF2
0.12
BsmtFinType1
MISSING:
37
(3%)
TOP CATEGORIES
Unf
427
30%
GLQ
413
29%
ALQ
220
16%
BLQ
148
10%
Rec
132
9%
LwQ
74
5%
ALL
1,414
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType1
PROVIDES INFORMATION ON...
BsmtFinType2
0.34
BsmtCond
0.32
BsmtFullBath
0.29
Foundation
0.27
BsmtQual
0.27
PoolArea
0.19
Heating
0.19
ExterQual
0.18
Condition2
0.17
BsmtExposure
0.17
Utilities
0.15
KitchenQual
0.14
CentralAir
0.13
KitchenAbvGr
0.13

THESE FEATURES
GIVE INFORMATION
ON BsmtFinType1:
Neighborhood
0.18
BsmtQual
0.18
Foundation
0.17
BsmtFinType2
0.13
BsmtFullBath
0.13
OverallQual
0.11
BsmtExposure
0.11
Exterior2nd
0.09
ExterQual
0.09
Exterior1st
0.09
BsmtCond
0.08
KitchenQual
0.08
GarageCars
0.07
HeatingQC
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
CORRELATION RATIO WITH...
BsmtFinSF1
0.71
BsmtUnfSF
0.63
YearBuilt
0.51
YearRemodAdd
0.49
TotalBsmtSF
0.48
SalePrice
0.46
BsmtFinSF2
0.37
GarageArea
0.33
GrLivArea
0.25
1stFlrSF
0.25
MasVnrArea
0.23
2ndFlrSF
0.23
WoodDeckSF
0.21
TotRmsAbvGrd
0.19
BsmtFinSF1
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.52
BsmtUnfSF
-0.50
1stFlrSF
0.44
SalePrice
0.38
GarageArea
0.30
MasVnrArea
0.26
YearBuilt
0.25
LotFrontage
0.24
LotArea
0.21
GrLivArea
0.21
WoodDeckSF
0.21
GarageYrBlt
0.15
2ndFlrSF
-0.14
YearRemodAdd
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.71
BsmtFullBath
0.65
Neighborhood
0.40
BsmtExposure
0.39
BsmtQual
0.33
OverallQual
0.33
PoolArea
0.32
RoofMatl
0.31
Fireplaces
0.30
GarageType
0.28
KitchenQual
0.27
MasVnrType
0.26
Foundation
0.25
GarageFinish
0.25
MOST FREQUENT VALUES
0
464
32.0%
24
12
0.8%
16
9
0.6%
662
5
0.3%
686
5
0.3%
936
5
0.3%
616
5
0.3%
20
5
0.3%
384
4
0.3%
600
4
0.3%
641
4
0.3%
360
4
0.3%
560
4
0.3%
655
4
0.3%
553
4
0.3%
SMALLEST VALUES
0
464
32.0%
2
1
<0.1%
16
9
0.6%
20
5
0.3%
24
12
0.8%
25
1
<0.1%
27
1
<0.1%
28
3
0.2%
33
1
<0.1%
35
1
<0.1%
36
1
<0.1%
40
1
<0.1%
41
1
<0.1%
48
2
0.1%
49
1
<0.1%
LARGEST VALUES
5644
1
<0.1%
2260
1
<0.1%
2188
1
<0.1%
2096
1
<0.1%
1904
1
<0.1%
1880
1
<0.1%
1810
1
<0.1%
1767
1
<0.1%
1721
1
<0.1%
1696
1
<0.1%
1646
1
<0.1%
1636
1
<0.1%
1619
1
<0.1%
1606
1
<0.1%
1573
1
<0.1%
BsmtFinType2
MISSING:
38
(3%)
TOP CATEGORIES
Unf
1,247
88%
Rec
54
4%
LwQ
46
3%
BLQ
33
2%
ALQ
19
1%
GLQ
14
<1%
ALL
1,413
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType2
PROVIDES INFORMATION ON...
Utilities
0.40
BsmtCond
0.27
PoolArea
0.19
BsmtFinType1
0.13
BsmtQual
0.13
BsmtExposure
0.12
Heating
0.12
KitchenAbvGr
0.11
Foundation
0.10
Street
0.10
RoofMatl
0.07
Condition2
0.07
Functional
0.06
CentralAir
0.06

THESE FEATURES
GIVE INFORMATION
ON BsmtFinType2:
BsmtFinType1
0.34
BsmtQual
0.22
BsmtExposure
0.19
BsmtCond
0.19
Foundation
0.17
Neighborhood
0.16
OverallQual
0.09
Exterior2nd
0.08
Exterior1st
0.08
BldgType
0.04
OverallCond
0.04
HeatingQC
0.04
ExterQual
0.04
GarageType
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
CORRELATION RATIO WITH...
BsmtFinSF2
0.84
TotalBsmtSF
0.37
BsmtUnfSF
0.33
YearRemodAdd
0.19
SalePrice
0.17
BsmtFinSF1
0.17
WoodDeckSF
0.14
LotArea
0.13
2ndFlrSF
0.12
YearBuilt
0.12
GarageYrBlt
0.12
OpenPorchSF
0.10
MSSubClass
0.09
MasVnrArea
0.09
BsmtFinSF2
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtUnfSF
-0.21
LotArea
0.11
TotalBsmtSF
0.11
2ndFlrSF
-0.10
1stFlrSF
0.10
ScreenPorch
0.09
GarageYrBlt
-0.09
MasVnrArea
-0.07
WoodDeckSF
0.07
YearRemodAdd
-0.07
MSSubClass
-0.07
LotFrontage
0.05
BsmtFinSF1
-0.05
YearBuilt
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
0.84
BsmtFinType1
0.37
Neighborhood
0.26
Exterior1st
0.21
Exterior2nd
0.19
RoofMatl
0.19
Foundation
0.19
RoofStyle
0.18
BsmtFullBath
0.17
Functional
0.16
OverallQual
0.14
SaleType
0.14
BsmtExposure
0.12
Fence
0.12
MOST FREQUENT VALUES
0
1,284
88.5%
180
5
0.3%
374
3
0.2%
551
2
0.1%
93
2
0.1%
468
2
0.1%
147
2
0.1%
480
2
0.1%
539
2
0.1%
712
2
0.1%
117
2
0.1%
279
2
0.1%
96
2
0.1%
391
2
0.1%
287
2
0.1%
SMALLEST VALUES
0
1,284
88.5%
28
1
<0.1%
32
1
<0.1%
35
1
<0.1%
40
1
<0.1%
41
2
0.1%
64
2
0.1%
68
1
<0.1%
80
1
<0.1%
81
1
<0.1%
93
2
0.1%
96
2
0.1%
105
1
<0.1%
106
1
<0.1%
108
1
<0.1%
LARGEST VALUES
1474
1
<0.1%
1127
1
<0.1%
1120
1
<0.1%
1085
1
<0.1%
1080
1
<0.1%
1063
1
<0.1%
1061
1
<0.1%
1057
1
<0.1%
1031
1
<0.1%
1029
1
<0.1%
972
1
<0.1%
906
1
<0.1%
872
1
<0.1%
869
1
<0.1%
841
1
<0.1%
BsmtUnfSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFinSF1
-0.50
TotalBsmtSF
0.42
1stFlrSF
0.32
TotRmsAbvGrd
0.25
GrLivArea
0.24
SalePrice
0.22
BsmtFinSF2
-0.21
GarageYrBlt
0.19
GarageArea
0.18
YearRemodAdd
0.18
YearBuilt
0.15
MSSubClass
-0.14
LotFrontage
0.13
OpenPorchSF
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.63
BsmtFullBath
0.42
Neighborhood
0.36
OverallQual
0.33
BsmtFinType2
0.33
Foundation
0.33
ExterQual
0.29
FullBath
0.29
GarageCars
0.28
Exterior2nd
0.27
BsmtQual
0.27
Exterior1st
0.27
SaleCondition
0.26
SaleType
0.25
MOST FREQUENT VALUES
0
118
8.1%
728
9
0.6%
384
7
0.5%
572
7
0.5%
600
7
0.5%
300
7
0.5%
625
6
0.4%
280
6
0.4%
440
6
0.4%
672
6
0.4%
270
6
0.4%
162
5
0.3%
108
5
0.3%
490
5
0.3%
390
5
0.3%
SMALLEST VALUES
0
118
8.1%
14
1
<0.1%
15
1
<0.1%
23
2
0.1%
26
1
<0.1%
29
1
<0.1%
30
1
<0.1%
32
2
0.1%
35
1
<0.1%
36
4
0.3%
38
1
<0.1%
39
1
<0.1%
40
1
<0.1%
50
1
<0.1%
55
2
0.1%
LARGEST VALUES
2336
1
<0.1%
2153
1
<0.1%
2121
1
<0.1%
2046
1
<0.1%
2042
1
<0.1%
2002
1
<0.1%
1969
1
<0.1%
1935
1
<0.1%
1926
1
<0.1%
1907
1
<0.1%
1905
1
<0.1%
1869
1
<0.1%
1836
1
<0.1%
1800
2
0.1%
1795
1
<0.1%
TotalBsmtSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.82
SalePrice
0.61
BsmtFinSF1
0.52
GarageArea
0.49
GrLivArea
0.45
BsmtUnfSF
0.42
YearBuilt
0.39
LotFrontage
0.39
MasVnrArea
0.36
GarageYrBlt
0.32
YearRemodAdd
0.29
TotRmsAbvGrd
0.29
LotArea
0.26
OpenPorchSF
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
0.59
OverallQual
0.58
Neighborhood
0.52
BsmtExposure
0.49
BsmtFinType1
0.48
ExterQual
0.48
GarageCars
0.48
KitchenQual
0.45
Foundation
0.43
BsmtCond
0.40
GarageType
0.40
MasVnrType
0.39
GarageFinish
0.38
BsmtFinType2
0.37
MOST FREQUENT VALUES
0
37
2.5%
864
35
2.4%
672
17
1.2%
912
15
1.0%
1040
14
1.0%
816
13
0.9%
728
12
0.8%
768
12
0.8%
894
11
0.8%
780
11
0.8%
848
11
0.8%
832
10
0.7%
630
9
0.6%
756
9
0.6%
952
9
0.6%
SMALLEST VALUES
0
37
2.5%
105
1
<0.1%
190
1
<0.1%
264
3
0.2%
270
1
<0.1%
290
1
<0.1%
319
1
<0.1%
360
1
<0.1%
372
1
<0.1%
384
6
0.4%
408
1
<0.1%
420
1
<0.1%
440
3
0.2%
458
1
<0.1%
462
1
<0.1%
LARGEST VALUES
6110
1
<0.1%
3206
1
<0.1%
3200
1
<0.1%
3138
1
<0.1%
3094
1
<0.1%
2633
1
<0.1%
2524
1
<0.1%
2444
1
<0.1%
2396
1
<0.1%
2392
1
<0.1%
2330
1
<0.1%
2223
1
<0.1%
2217
1
<0.1%
2216
1
<0.1%
2158
1
<0.1%
Heating
MISSING:
---
TOP CATEGORIES
GasA
1,419
98%
GasW
18
1%
Grav
7
<1%
Wall
4
<1%
OthW
2
<1%
Floor
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Heating
PROVIDES INFORMATION ON...
CentralAir
0.18
GarageCond
0.05
Electrical
0.04
BsmtCond
0.04
Foundation
0.04
GarageQual
0.03
PavedDrive
0.03
HeatingQC
0.03
KitchenAbvGr
0.03
Alley
0.03
BsmtFinType2
0.02
GarageType
0.02
Exterior2nd
0.02
BldgType
0.02

THESE FEATURES
GIVE INFORMATION
ON Heating:
CentralAir
0.33
Foundation
0.28
HeatingQC
0.27
Exterior2nd
0.26
Neighborhood
0.24
Exterior1st
0.23
BsmtFinType1
0.19
GarageType
0.17
OverallQual
0.16
HouseStyle
0.15
GarageCond
0.14
OverallCond
0.14
BsmtQual
0.14
BsmtCond
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Heating
CORRELATION RATIO WITH...
YearBuilt
0.22
YearRemodAdd
0.18
GarageYrBlt
0.18
TotalBsmtSF
0.16
GarageArea
0.14
LotArea
0.13
GrLivArea
0.13
SalePrice
0.12
2ndFlrSF
0.11
EnclosedPorch
0.10
TotRmsAbvGrd
0.10
WoodDeckSF
0.09
1stFlrSF
0.09
BsmtFinSF1
0.08
HeatingQC
MISSING:
---
TOP CATEGORIES
Ex
734
51%
TA
427
29%
Gd
240
17%
Fa
49
3%
Po
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HeatingQC
PROVIDES INFORMATION ON...
Heating
0.27
ExterQual
0.22
Utilities
0.22
CentralAir
0.20
PoolArea
0.18
Foundation
0.17
KitchenQual
0.16
Condition2
0.12
BsmtQual
0.12
SaleType
0.10
KitchenAbvGr
0.09
SaleCondition
0.09
OverallQual
0.09
Exterior1st
0.08

THESE FEATURES
GIVE INFORMATION
ON HeatingQC:
Neighborhood
0.20
ExterQual
0.16
Foundation
0.16
Exterior2nd
0.15
KitchenQual
0.14
Exterior1st
0.14
OverallQual
0.13
BsmtQual
0.12
BsmtFinType1
0.09
GarageFinish
0.08
GarageCars
0.07
OverallCond
0.06
FullBath
0.06
SaleCondition
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HeatingQC
CORRELATION RATIO WITH...
YearRemodAdd
0.55
YearBuilt
0.47
SalePrice
0.44
GarageArea
0.31
TotalBsmtSF
0.29
GrLivArea
0.26
BsmtUnfSF
0.22
1stFlrSF
0.22
OpenPorchSF
0.19
TotRmsAbvGrd
0.17
MasVnrArea
0.17
GarageYrBlt
0.17
EnclosedPorch
0.16
2ndFlrSF
0.15
CentralAir
MISSING:
---
TOP CATEGORIES
Y
1,356
93%
N
95
7%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CentralAir
PROVIDES INFORMATION ON...
Heating
0.33
Electrical
0.12
PavedDrive
0.10
GarageCond
0.09
KitchenAbvGr
0.09
GarageQual
0.07
BsmtCond
0.07
GarageType
0.05
Street
0.05
Alley
0.05
Foundation
0.04
HeatingQC
0.04
MSZoning
0.04
GarageFinish
0.04

THESE FEATURES
GIVE INFORMATION
ON CentralAir:
Neighborhood
0.29
GarageType
0.25
GarageFinish
0.22
HeatingQC
0.20
Foundation
0.20
Exterior1st
0.19
OverallQual
0.18
Heating
0.18
Electrical
0.18
Exterior2nd
0.18
KitchenQual
0.17
GarageCond
0.15
BsmtQual
0.15
BsmtFinType1
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CentralAir
CORRELATION RATIO WITH...
YearBuilt
0.38
YearRemodAdd
0.30
GarageYrBlt
0.27
SalePrice
0.25
GarageArea
0.23
TotalBsmtSF
0.21
BsmtFinSF1
0.17
EnclosedPorch
0.16
1stFlrSF
0.15
WoodDeckSF
0.15
MasVnrArea
0.13
MSSubClass
0.10
GrLivArea
0.09
ScreenPorch
0.05
Electrical
MISSING:
---
TOP CATEGORIES
SBrkr
1,326
91%
FuseA
94
6%
FuseF
27
2%
FuseP
3
<1%
Mix
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Electrical
PROVIDES INFORMATION ON...
Utilities
0.33
CentralAir
0.18
Heating
0.12
PavedDrive
0.07
BsmtCond
0.06
GarageCond
0.06
KitchenAbvGr
0.05
GarageQual
0.05
ExterQual
0.05
BsmtQual
0.05
KitchenQual
0.04
Foundation
0.04
ExterCond
0.04
GarageFinish
0.03

THESE FEATURES
GIVE INFORMATION
ON Electrical:
Neighborhood
0.24
Exterior2nd
0.18
Exterior1st
0.17
BsmtQual
0.15
OverallQual
0.14
KitchenQual
0.12
CentralAir
0.12
Foundation
0.12
ExterQual
0.12
GarageFinish
0.11
BsmtFinType1
0.11
OverallCond
0.11
GarageType
0.10
GarageCars
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Electrical
CORRELATION RATIO WITH...
YearRemodAdd
0.36
YearBuilt
0.35
SalePrice
0.24
GarageArea
0.24
TotalBsmtSF
0.18
BsmtFinSF1
0.16
EnclosedPorch
0.16
WoodDeckSF
0.16
GarageYrBlt
0.15
GrLivArea
0.13
1stFlrSF
0.13
MasVnrArea
0.11
OpenPorchSF
0.11
TotRmsAbvGrd
0.08
1stFlrSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.82
SalePrice
0.61
GrLivArea
0.57
GarageArea
0.49
LotFrontage
0.46
BsmtFinSF1
0.44
TotRmsAbvGrd
0.41
MasVnrArea
0.34
BsmtUnfSF
0.32
LotArea
0.30
YearBuilt
0.29
MSSubClass
-0.25
YearRemodAdd
0.24
WoodDeckSF
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.53
Neighborhood
0.51
GarageCars
0.47
Fireplaces
0.42
ExterQual
0.42
FireplaceQu
0.42
KitchenQual
0.41
BsmtQual
0.41
HouseStyle
0.39
FullBath
0.39
GarageType
0.39
MasVnrType
0.36
GarageFinish
0.34
RoofStyle
0.34
MOST FREQUENT VALUES
864
25
1.7%
1040
16
1.1%
912
14
1.0%
848
12
0.8%
894
12
0.8%
672
11
0.8%
630
9
0.6%
816
9
0.6%
960
7
0.5%
483
7
0.5%
832
7
0.5%
936
7
0.5%
990
6
0.4%
840
6
0.4%
764
6
0.4%
SMALLEST VALUES
334
1
<0.1%
372
1
<0.1%
438
1
<0.1%
480
1
<0.1%
483
7
0.5%
495
1
<0.1%
520
5
0.3%
525
1
<0.1%
526
1
<0.1%
536
1
<0.1%
546
3
0.2%
551
1
<0.1%
561
1
<0.1%
572
2
0.1%
575
1
<0.1%
LARGEST VALUES
4692
1
<0.1%
3228
1
<0.1%
3138
1
<0.1%
2898
1
<0.1%
2633
1
<0.1%
2524
1
<0.1%
2444
1
<0.1%
2411
1
<0.1%
2402
1
<0.1%
2392
1
<0.1%
2364
1
<0.1%
2259
1
<0.1%
2234
1
<0.1%
2223
1
<0.1%
2217
1
<0.1%
2ndFlrSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.69
TotRmsAbvGrd
0.62
SalePrice
0.32
MSSubClass
0.31
OpenPorchSF
0.21
1stFlrSF
-0.20
MasVnrArea
0.17
TotalBsmtSF
-0.17
GarageArea
0.14
YearRemodAdd
0.14
BsmtFinSF1
-0.14
BsmtFinSF2
-0.10
WoodDeckSF
0.09
LotFrontage
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.92
HalfBath
0.62
BedroomAbvGr
0.55
Neighborhood
0.45
FullBath
0.45
GarageType
0.38
OverallQual
0.35
FireplaceQu
0.26
Foundation
0.26
BsmtFinType1
0.23
Fireplaces
0.21
ExterQual
0.20
GarageCars
0.20
KitchenQual
0.19
MOST FREQUENT VALUES
0
824
56.8%
728
10
0.7%
504
9
0.6%
546
8
0.6%
672
8
0.6%
720
7
0.5%
600
7
0.5%
896
6
0.4%
689
5
0.3%
862
5
0.3%
756
5
0.3%
840
5
0.3%
780
5
0.3%
702
4
0.3%
804
4
0.3%
SMALLEST VALUES
0
824
56.8%
110
1
<0.1%
167
1
<0.1%
192
1
<0.1%
208
1
<0.1%
213
1
<0.1%
220
1
<0.1%
224
1
<0.1%
240
2
0.1%
252
2
0.1%
272
1
<0.1%
299
1
<0.1%
304
1
<0.1%
316
1
<0.1%
319
1
<0.1%
LARGEST VALUES
2065
1
<0.1%
1872
1
<0.1%
1818
1
<0.1%
1796
1
<0.1%
1611
1
<0.1%
1589
1
<0.1%
1540
1
<0.1%
1538
1
<0.1%
1523
1
<0.1%
1519
1
<0.1%
1518
1
<0.1%
1479
1
<0.1%
1440
1
<0.1%
1427
1
<0.1%
1426
1
<0.1%
LowQualFinSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
-0.18
GrLivArea
0.14
TotRmsAbvGrd
0.13
MasVnrArea
-0.07
GarageArea
-0.07
BsmtFinSF1
-0.06
2ndFlrSF
0.06
YearRemodAdd
-0.06
EnclosedPorch
0.06
MSSubClass
0.05
LotFrontage
0.04
GarageYrBlt
-0.04
TotalBsmtSF
-0.03
BsmtUnfSF
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.61
Neighborhood
0.32
BedroomAbvGr
0.31
GarageQual
0.23
PoolArea
0.21
GarageType
0.19
GarageCond
0.17
GarageFinish
0.16
GarageCars
0.15
OverallCond
0.14
ExterQual
0.14
Condition2
0.14
LandContour
0.13
Exterior1st
0.13
MOST FREQUENT VALUES
0
1,425
98.2%
80
3
0.2%
360
2
0.1%
528
1
<0.1%
53
1
<0.1%
120
1
<0.1%
144
1
<0.1%
156
1
<0.1%
205
1
<0.1%
232
1
<0.1%
234
1
<0.1%
371
1
<0.1%
572
1
<0.1%
390
1
<0.1%
392
1
<0.1%
SMALLEST VALUES
0
1,425
98.2%
53
1
<0.1%
80
3
0.2%
120
1
<0.1%
144
1
<0.1%
156
1
<0.1%
205
1
<0.1%
232
1
<0.1%
234
1
<0.1%
360
2
0.1%
371
1
<0.1%
384
1
<0.1%
390
1
<0.1%
392
1
<0.1%
397
1
<0.1%
LARGEST VALUES
572
1
<0.1%
528
1
<0.1%
515
1
<0.1%
514
1
<0.1%
513
1
<0.1%
481
1
<0.1%
479
1
<0.1%
473
1
<0.1%
420
1
<0.1%
397
1
<0.1%
392
1
<0.1%
390
1
<0.1%
384
1
<0.1%
371
1
<0.1%
360
2
0.1%
GrLivArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotRmsAbvGrd
0.83
SalePrice
0.71
2ndFlrSF
0.69
1stFlrSF
0.57
GarageArea
0.47
TotalBsmtSF
0.45
LotFrontage
0.40
MasVnrArea
0.39
OpenPorchSF
0.33
YearRemodAdd
0.29
LotArea
0.26
WoodDeckSF
0.25
BsmtUnfSF
0.24
GarageYrBlt
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
0.65
OverallQual
0.62
BedroomAbvGr
0.57
HouseStyle
0.56
Neighborhood
0.52
GarageCars
0.50
FireplaceQu
0.49
Fireplaces
0.47
ExterQual
0.44
KitchenQual
0.43
HalfBath
0.42
BsmtQual
0.39
GarageType
0.38
GarageFinish
0.35
MOST FREQUENT VALUES
864
22
1.5%
1040
14
1.0%
894
11
0.8%
1456
10
0.7%
848
10
0.7%
912
9
0.6%
1092
8
0.6%
816
8
0.6%
1200
8
0.6%
1728
7
0.5%
1344
7
0.5%
987
7
0.5%
1768
6
0.4%
630
6
0.4%
1056
6
0.4%
SMALLEST VALUES
334
1
<0.1%
438
1
<0.1%
480
1
<0.1%
520
1
<0.1%
605
1
<0.1%
616
1
<0.1%
630
6
0.4%
672
2
0.1%
691
1
<0.1%
693
1
<0.1%
694
1
<0.1%
698
1
<0.1%
708
1
<0.1%
720
3
0.2%
729
1
<0.1%
LARGEST VALUES
5642
1
<0.1%
4676
1
<0.1%
4476
1
<0.1%
4316
1
<0.1%
3627
1
<0.1%
3608
1
<0.1%
3493
1
<0.1%
3447
1
<0.1%
3395
1
<0.1%
3279
1
<0.1%
3238
1
<0.1%
3228
1
<0.1%
3222
1
<0.1%
3194
1
<0.1%
3140
1
<0.1%
BsmtFullBath
MISSING:
---
TOP CATEGORIES
0
853
59%
1
582
40%
2
15
1%
3
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFullBath
PROVIDES INFORMATION ON...
PoolArea
0.17
BsmtFinType1
0.13
KitchenAbvGr
0.09
RoofMatl
0.08
Condition2
0.08
Utilities
0.06
BsmtExposure
0.06
BsmtHalfBath
0.06
Street
0.06
BsmtCond
0.05
LandSlope
0.05
BsmtFinType2
0.04
HouseStyle
0.03
Heating
0.03

THESE FEATURES
GIVE INFORMATION
ON BsmtFullBath:
BsmtFinType1
0.29
Neighborhood
0.10
BsmtExposure
0.09
HouseStyle
0.06
BsmtQual
0.04
BedroomAbvGr
0.04
Foundation
0.04
GarageType
0.03
BsmtFinType2
0.03
Exterior2nd
0.03
Exterior1st
0.03
BsmtCond
0.03
GarageFinish
0.03
KitchenAbvGr
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFullBath
CORRELATION RATIO WITH...
BsmtFinSF1
0.65
BsmtUnfSF
0.42
LotArea
0.33
TotalBsmtSF
0.32
1stFlrSF
0.25
SalePrice
0.23
YearBuilt
0.20
GarageArea
0.20
WoodDeckSF
0.18
2ndFlrSF
0.17
BsmtFinSF2
0.17
GarageYrBlt
0.14
YearRemodAdd
0.12
MasVnrArea
0.10
BsmtHalfBath
MISSING:
---
TOP CATEGORIES
0
1,369
94%
1
80
6%
2
2
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtHalfBath
PROVIDES INFORMATION ON...
Utilities
0.35
PoolArea
0.06
RoofMatl
0.03
KitchenAbvGr
0.02
BsmtFullBath
0.02
BsmtFinType2
0.01
SaleCondition
0.01
ExterCond
0.01
BsmtCond
0.01
SaleType
0.01
OverallCond
0.01
LandSlope
0.01
Neighborhood
0.01
Street
0.01

THESE FEATURES
GIVE INFORMATION
ON BsmtHalfBath:
Neighborhood
0.12
BsmtFullBath
0.06
OverallCond
0.06
OverallQual
0.06
BsmtFinType1
0.06
Exterior2nd
0.05
SaleCondition
0.04
BsmtFinType2
0.04
Foundation
0.04
HouseStyle
0.04
Exterior1st
0.03
GarageCars
0.03
HalfBath
0.03
BsmtQual
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtHalfBath
CORRELATION RATIO WITH...
BsmtUnfSF
0.10
GarageYrBlt
0.08
BsmtFinSF2
0.08
BsmtFinSF1
0.07
LotArea
0.06
YearBuilt
0.05
WoodDeckSF
0.05
MSSubClass
0.05
3SsnPorch
0.04
ScreenPorch
0.04
MoSold
0.04
2ndFlrSF
0.03
GarageArea
0.03
TotRmsAbvGrd
0.03
FullBath
MISSING:
---
TOP CATEGORIES
2
761
52%
1
649
45%
3
32
2%
0
9
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FullBath
PROVIDES INFORMATION ON...
PoolArea
0.19
ExterQual
0.19
BsmtQual
0.17
GarageCars
0.16
OverallQual
0.13
Foundation
0.13
KitchenAbvGr
0.12
KitchenQual
0.12
Utilities
0.10
Condition2
0.10
GarageFinish
0.09
Neighborhood
0.09
GarageType
0.08
MSZoning
0.08

THESE FEATURES
GIVE INFORMATION
ON FullBath:
Neighborhood
0.32
OverallQual
0.27
BsmtQual
0.23
GarageCars
0.22
ExterQual
0.19
Foundation
0.16
KitchenQual
0.15
GarageFinish
0.14
Exterior1st
0.12
OverallCond
0.12
GarageType
0.11
HouseStyle
0.11
BedroomAbvGr
0.11
Exterior2nd
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
CORRELATION RATIO WITH...
GrLivArea
0.65
SalePrice
0.58
TotRmsAbvGrd
0.56
YearBuilt
0.51
YearRemodAdd
0.45
2ndFlrSF
0.45
GarageArea
0.42
1stFlrSF
0.39
TotalBsmtSF
0.33
BsmtUnfSF
0.29
MasVnrArea
0.29
OpenPorchSF
0.26
WoodDeckSF
0.22
MSSubClass
0.15
HalfBath
MISSING:
---
TOP CATEGORIES
0
910
63%
1
529
36%
2
12
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HalfBath
PROVIDES INFORMATION ON...
HouseStyle
0.18
KitchenAbvGr
0.13
Condition2
0.10
PoolArea
0.09
BldgType
0.06
Utilities
0.06
BedroomAbvGr
0.05
GarageType
0.05
RoofMatl
0.05
GarageCond
0.05
CentralAir
0.04
Neighborhood
0.04
BsmtCond
0.04
GarageQual
0.04

THESE FEATURES
GIVE INFORMATION
ON HalfBath:
HouseStyle
0.33
Neighborhood
0.16
BedroomAbvGr
0.09
OverallQual
0.09
GarageType
0.08
GarageFinish
0.06
GarageCars
0.05
BldgType
0.05
BsmtQual
0.05
FireplaceQu
0.05
Foundation
0.05
Fireplaces
0.04
Exterior2nd
0.04
KitchenAbvGr
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HalfBath
CORRELATION RATIO WITH...
2ndFlrSF
0.62
GrLivArea
0.42
TotRmsAbvGrd
0.35
SalePrice
0.30
YearBuilt
0.25
OpenPorchSF
0.22
MasVnrArea
0.21
YearRemodAdd
0.20
GarageArea
0.18
MSSubClass
0.18
GarageYrBlt
0.17
MiscVal
0.12
1stFlrSF
0.12
WoodDeckSF
0.11
BedroomAbvGr
MISSING:
---
TOP CATEGORIES
3
800
55%
2
356
25%
4
211
15%
1
49
3%
5
21
1%
6
7
<1%
0
6
<1%
8
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BedroomAbvGr
PROVIDES INFORMATION ON...
KitchenAbvGr
0.24
PoolArea
0.20
BldgType
0.19
RoofMatl
0.13
Heating
0.11
HouseStyle
0.11
FullBath
0.11
Condition2
0.10
HalfBath
0.09
Utilities
0.07
CentralAir
0.06
GarageType
0.06
Neighborhood
0.06
Electrical
0.06

THESE FEATURES
GIVE INFORMATION
ON BedroomAbvGr:
Neighborhood
0.14
HouseStyle
0.12
BldgType
0.10
FullBath
0.08
HalfBath
0.05
GarageType
0.05
OverallQual
0.04
Exterior1st
0.04
Exterior2nd
0.04
KitchenAbvGr
0.04
BsmtFinType1
0.03
MSZoning
0.03
FireplaceQu
0.03
BsmtFullBath
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
CORRELATION RATIO WITH...
TotRmsAbvGrd
0.69
GrLivArea
0.57
2ndFlrSF
0.55
LowQualFinSF
0.31
MSSubClass
0.27
SalePrice
0.25
YearBuilt
0.20
BsmtUnfSF
0.19
GarageYrBlt
0.18
LotFrontage
0.17
BsmtFinSF1
0.17
LotArea
0.16
MasVnrArea
0.15
1stFlrSF
0.15
KitchenAbvGr
MISSING:
---
TOP CATEGORIES
1
1,384
95%
2
64
4%
3
2
<1%
0
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenAbvGr
PROVIDES INFORMATION ON...
BldgType
0.21
Condition2
0.12
CentralAir
0.07
RoofMatl
0.05
BsmtCond
0.05
Heating
0.04
BedroomAbvGr
0.04
GarageCond
0.04
HalfBath
0.04
GarageQual
0.04
BsmtFinType2
0.03
PavedDrive
0.03
FullBath
0.03
Electrical
0.03

THESE FEATURES
GIVE INFORMATION
ON KitchenAbvGr:
BldgType
0.70
BedroomAbvGr
0.24
Neighborhood
0.18
BsmtQual
0.16
GarageType
0.16
Foundation
0.14
GarageFinish
0.14
HalfBath
0.13
BsmtFinType1
0.13
OverallQual
0.13
FullBath
0.12
KitchenQual
0.12
BsmtCond
0.11
BsmtExposure
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenAbvGr
CORRELATION RATIO WITH...
MSSubClass
0.29
TotRmsAbvGrd
0.25
GarageYrBlt
0.21
YearBuilt
0.18
YearRemodAdd
0.16
SalePrice
0.14
GrLivArea
0.10
GarageArea
0.10
WoodDeckSF
0.09
BsmtFinSF1
0.09
OpenPorchSF
0.09
TotalBsmtSF
0.08
1stFlrSF
0.08
2ndFlrSF
0.07
KitchenQual
MISSING:
---
TOP CATEGORIES
TA
734
51%
Gd
579
40%
Ex
99
7%
Fa
39
3%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenQual
PROVIDES INFORMATION ON...
ExterQual
0.43
BsmtQual
0.20
OverallQual
0.19
Foundation
0.18
CentralAir
0.17
PoolArea
0.17
GarageCars
0.16
FullBath
0.15
HeatingQC
0.14
Heating
0.13
SaleType
0.13
Condition2
0.13
Electrical
0.12
GarageFinish
0.12

THESE FEATURES
GIVE INFORMATION
ON KitchenQual:
ExterQual
0.35
OverallQual
0.33
Neighborhood
0.30
BsmtQual
0.22
Foundation
0.19
GarageCars
0.18
HeatingQC
0.16
GarageFinish
0.15
BsmtFinType1
0.14
Exterior2nd
0.13
Exterior1st
0.13
FullBath
0.12
GarageType
0.11
FireplaceQu
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenQual
CORRELATION RATIO WITH...
SalePrice
0.67
YearRemodAdd
0.65
YearBuilt
0.55
GarageArea
0.49
TotalBsmtSF
0.45
GrLivArea
0.43
1stFlrSF
0.41
MasVnrArea
0.31
TotRmsAbvGrd
0.30
GarageYrBlt
0.30
BsmtFinSF1
0.27
OpenPorchSF
0.26
BsmtUnfSF
0.23
WoodDeckSF
0.22
TotRmsAbvGrd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.83
2ndFlrSF
0.62
SalePrice
0.54
1stFlrSF
0.41
LotFrontage
0.35
GarageArea
0.34
TotalBsmtSF
0.29
MasVnrArea
0.28
BsmtUnfSF
0.25
OpenPorchSF
0.24
YearRemodAdd
0.19
LotArea
0.19
WoodDeckSF
0.17
GarageYrBlt
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
0.69
FullBath
0.56
HouseStyle
0.53
OverallQual
0.45
GarageCars
0.41
Neighborhood
0.40
FireplaceQu
0.36
HalfBath
0.35
Fireplaces
0.34
ExterQual
0.31
GarageType
0.31
KitchenQual
0.30
BldgType
0.29
BsmtQual
0.26
MOST FREQUENT VALUES
6
401
27.6%
7
325
22.4%
5
274
18.9%
8
186
12.8%
4
96
6.6%
9
74
5.1%
10
47
3.2%
11
18
1.2%
3
17
1.2%
12
11
0.8%
14
1
<0.1%
2
1
<0.1%
SMALLEST VALUES
2
1
<0.1%
3
17
1.2%
4
96
6.6%
5
274
18.9%
6
401
27.6%
7
325
22.4%
8
186
12.8%
9
74
5.1%
10
47
3.2%
11
18
1.2%
12
11
0.8%
14
1
<0.1%
LARGEST VALUES
14
1
<0.1%
12
11
0.8%
11
18
1.2%
10
47
3.2%
9
74
5.1%
8
186
12.8%
7
325
22.4%
6
401
27.6%
5
274
18.9%
4
96
6.6%
3
17
1.2%
2
1
<0.1%
Functional
MISSING:
---
TOP CATEGORIES
Typ
1,352
93%
Min2
34
2%
Min1
31
2%
Mod
15
1%
Maj1
13
<1%
Maj2
5
<1%
Sev
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Functional
PROVIDES INFORMATION ON...
RoofMatl
0.09
Heating
0.05
BsmtCond
0.05
MiscFeature
0.04
ExterCond
0.04
BsmtFinType2
0.03
Foundation
0.03
LandSlope
0.02
Electrical
0.02
OverallCond
0.02
GarageQual
0.02
SaleType
0.02
Neighborhood
0.02
Exterior2nd
0.02

THESE FEATURES
GIVE INFORMATION
ON Functional:
Neighborhood
0.18
Exterior2nd
0.12
Exterior1st
0.10
BsmtFinType1
0.10
OverallQual
0.09
OverallCond
0.08
Foundation
0.08
BsmtQual
0.07
BsmtFinType2
0.06
BsmtCond
0.06
GarageType
0.05
MasVnrType
0.05
KitchenQual
0.05
HouseStyle
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Functional
CORRELATION RATIO WITH...
YearBuilt
0.18
BsmtFinSF2
0.16
SalePrice
0.13
LowQualFinSF
0.13
OpenPorchSF
0.12
GrLivArea
0.10
GarageYrBlt
0.10
1stFlrSF
0.10
MasVnrArea
0.09
YearRemodAdd
0.09
BsmtUnfSF
0.09
GarageArea
0.09
MSSubClass
0.09
2ndFlrSF
0.08
Fireplaces
MISSING:
---
TOP CATEGORIES
0
685
47%
1
648
45%
2
113
8%
3
5
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fireplaces
PROVIDES INFORMATION ON...
FireplaceQu
0.56
PoolArea
0.24
RoofMatl
0.12
Street
0.11
Condition2
0.11
Utilities
0.10
CentralAir
0.09
KitchenAbvGr
0.09
GarageType
0.08
GarageCond
0.07
GarageQual
0.07
ExterQual
0.07
GarageFinish
0.07
OverallQual
0.07

THESE FEATURES
GIVE INFORMATION
ON Fireplaces:
FireplaceQu
0.75
Neighborhood
0.18
OverallQual
0.13
GarageType
0.10
GarageFinish
0.09
GarageCars
0.08
ExterQual
0.06
BsmtQual
0.06
KitchenQual
0.06
FullBath
0.05
Exterior1st
0.05
MSZoning
0.04
Exterior2nd
0.04
BldgType
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fireplaces
CORRELATION RATIO WITH...
SalePrice
0.48
GrLivArea
0.47
1stFlrSF
0.42
TotalBsmtSF
0.36
TotRmsAbvGrd
0.34
GarageArea
0.31
LotArea
0.31
BsmtFinSF1
0.30
MasVnrArea
0.26
YearBuilt
0.26
WoodDeckSF
0.23
GarageYrBlt
0.21
2ndFlrSF
0.21
YearRemodAdd
0.21
FireplaceQu
MISSING:
685
(47%)
TOP CATEGORIES
Gd
378
49%
TA
311
41%
Fa
33
4%
Ex
24
3%
Po
20
3%
ALL
766
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FireplaceQu
PROVIDES INFORMATION ON...
Fireplaces
0.75
PoolArea
0.31
Utilities
0.16
Condition2
0.12
ExterQual
0.11
CentralAir
0.10
OverallQual
0.10
RoofMatl
0.10
GarageCars
0.10
BsmtQual
0.09
KitchenQual
0.09
GarageType
0.09
Neighborhood
0.09
GarageCond
0.09

THESE FEATURES
GIVE INFORMATION
ON FireplaceQu:
Fireplaces
0.56
Neighborhood
0.21
OverallQual
0.14
GarageCars
0.09
BsmtQual
0.08
GarageType
0.08
GarageFinish
0.07
KitchenQual
0.07
ExterQual
0.07
Exterior1st
0.07
Exterior2nd
0.06
MasVnrType
0.05
FullBath
0.05
BsmtFinType1
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FireplaceQu
CORRELATION RATIO WITH...
SalePrice
0.54
GrLivArea
0.49
1stFlrSF
0.42
TotRmsAbvGrd
0.36
TotalBsmtSF
0.36
GarageArea
0.34
MasVnrArea
0.29
2ndFlrSF
0.26
YearBuilt
0.25
WoodDeckSF
0.24
BsmtUnfSF
0.23
BsmtFinSF1
0.23
GarageYrBlt
0.22
YearRemodAdd
0.21
GarageType
MISSING:
81
(6%)
TOP CATEGORIES
Attchd
863
63%
Detchd
387
28%
BuiltIn
86
6%
Basment
19
1%
CarPort
9
<1%
2Types
6
<1%
ALL
1,370
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageType
PROVIDES INFORMATION ON...
GarageCond
0.61
GarageQual
0.56
Utilities
0.53
GarageFinish
0.35
GarageCars
0.25
CentralAir
0.25
Street
0.23
PavedDrive
0.20
Heating
0.17
Condition2
0.16
KitchenAbvGr
0.16
Alley
0.15
ExterQual
0.15
Foundation
0.13

THESE FEATURES
GIVE INFORMATION
ON GarageType:
GarageFinish
0.39
Neighborhood
0.29
GarageCars
0.26
GarageCond
0.23
GarageQual
0.22
OverallQual
0.15
Exterior2nd
0.13
Foundation
0.13
Exterior1st
0.12
BsmtQual
0.12
ExterQual
0.11
HouseStyle
0.11
KitchenQual
0.10
FireplaceQu
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageType
CORRELATION RATIO WITH...
GarageYrBlt
1.00
YearBuilt
0.60
GarageArea
0.59
SalePrice
0.50
TotalBsmtSF
0.40
YearRemodAdd
0.39
1stFlrSF
0.39
GrLivArea
0.38
2ndFlrSF
0.38
TotRmsAbvGrd
0.31
BsmtFinSF1
0.28
WoodDeckSF
0.27
MasVnrArea
0.26
EnclosedPorch
0.20
GarageYrBlt
MISSING:
81
(6%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
0.82
YearRemodAdd
0.64
GarageArea
0.57
SalePrice
0.49
TotalBsmtSF
0.32
EnclosedPorch
-0.30
MasVnrArea
0.25
1stFlrSF
0.24
GrLivArea
0.23
WoodDeckSF
0.23
OpenPorchSF
0.23
BsmtUnfSF
0.19
BsmtFinSF1
0.15
TotRmsAbvGrd
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
1.00
GarageFinish
1.00
GarageType
1.00
GarageQual
1.00
GarageCond
1.00
Neighborhood
0.35
OverallQual
0.35
PavedDrive
0.35
KitchenQual
0.30
ExterQual
0.27
CentralAir
0.27
BldgType
0.23
ExterCond
0.23
OverallCond
0.22
MOST FREQUENT VALUES
2005.0
65
4.7%
2006.0
58
4.2%
2004.0
53
3.9%
2003.0
49
3.6%
2007.0
45
3.3%
1977.0
35
2.6%
1998.0
31
2.3%
1999.0
30
2.2%
1976.0
29
2.1%
2008.0
29
2.1%
2000.0
27
2.0%
1968.0
26
1.9%
1950.0
24
1.8%
2002.0
24
1.8%
1993.0
22
1.6%
SMALLEST VALUES
1900.0
1
<0.1%
1906.0
1
<0.1%
1908.0
1
<0.1%
1910.0
3
0.2%
1914.0
2
0.1%
1915.0
2
0.1%
1916.0
5
0.4%
1918.0
2
0.1%
1920.0
14
1.0%
1921.0
3
0.2%
1922.0
5
0.4%
1923.0
3
0.2%
1924.0
3
0.2%
1925.0
10
0.7%
1926.0
6
0.4%
LARGEST VALUES
2010.0
3
0.2%
2009.0
21
1.5%
2008.0
29
2.1%
2007.0
45
3.3%
2006.0
58
4.2%
2005.0
65
4.7%
2004.0
53
3.9%
2003.0
49
3.6%
2002.0
24
1.8%
2001.0
20
1.5%
2000.0
27
2.0%
1999.0
30
2.2%
1998.0
31
2.3%
1997.0
19
1.4%
1996.0
20
1.5%
GarageFinish
MISSING:
81
(6%)
TOP CATEGORIES
Unf
605
44%
RFn
418
31%
Fin
347
25%
ALL
1,370
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageFinish
PROVIDES INFORMATION ON...
GarageCond
0.59
GarageQual
0.55
GarageType
0.39
GarageCars
0.29
CentralAir
0.22
ExterQual
0.21
BsmtQual
0.17
PavedDrive
0.16
Foundation
0.15
Utilities
0.15
PoolArea
0.15
KitchenQual
0.15
KitchenAbvGr
0.14
FullBath
0.14

THESE FEATURES
GIVE INFORMATION
ON GarageFinish:
GarageType
0.35
GarageCars
0.26
Neighborhood
0.25
GarageQual
0.20
GarageCond
0.19
OverallQual
0.17
BsmtQual
0.15
ExterQual
0.14
Foundation
0.13
KitchenQual
0.12
Exterior2nd
0.11
Exterior1st
0.11
FullBath
0.09
HeatingQC
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageFinish
CORRELATION RATIO WITH...
GarageYrBlt
1.00
YearBuilt
0.63
GarageArea
0.63
SalePrice
0.55
YearRemodAdd
0.47
TotalBsmtSF
0.38
GrLivArea
0.35
1stFlrSF
0.34
MasVnrArea
0.29
WoodDeckSF
0.26
BsmtFinSF1
0.25
TotRmsAbvGrd
0.25
OpenPorchSF
0.22
EnclosedPorch
0.19
GarageCars
MISSING:
---
TOP CATEGORIES
2
816
56%
1
369
25%
3
180
12%
0
81
6%
4
5
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCars
PROVIDES INFORMATION ON...
GarageCond
0.56
GarageQual
0.53
GarageFinish
0.26
GarageType
0.26
ExterQual
0.24
FullBath
0.22
BsmtQual
0.20
KitchenQual
0.18
OverallQual
0.17
Foundation
0.14
PavedDrive
0.14
SaleType
0.13
CentralAir
0.12
Neighborhood
0.11

THESE FEATURES
GIVE INFORMATION
ON GarageCars:
Neighborhood
0.29
GarageFinish
0.29
OverallQual
0.26
GarageType
0.25
GarageQual
0.21
GarageCond
0.21
BsmtQual
0.20
ExterQual
0.17
KitchenQual
0.16
FullBath
0.16
Foundation
0.14
Exterior1st
0.12
Exterior2nd
0.12
BsmtFinType1
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.89
SalePrice
0.70
YearBuilt
0.57
GrLivArea
0.50
TotalBsmtSF
0.48
1stFlrSF
0.47
YearRemodAdd
0.46
MasVnrArea
0.42
TotRmsAbvGrd
0.41
BsmtUnfSF
0.28
OpenPorchSF
0.25
LotFrontage
0.24
WoodDeckSF
0.23
GarageArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.62
GarageYrBlt
0.57
1stFlrSF
0.49
TotalBsmtSF
0.49
YearBuilt
0.48
GrLivArea
0.47
MasVnrArea
0.37
YearRemodAdd
0.37
LotFrontage
0.34
TotRmsAbvGrd
0.34
BsmtFinSF1
0.30
OpenPorchSF
0.24
WoodDeckSF
0.23
BsmtUnfSF
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
0.89
GarageFinish
0.63
GarageType
0.59
OverallQual
0.58
Neighborhood
0.57
GarageQual
0.56
GarageCond
0.55
ExterQual
0.50
KitchenQual
0.49
BsmtQual
0.48
FullBath
0.42
Foundation
0.40
MasVnrType
0.39
FireplaceQu
0.34
MOST FREQUENT VALUES
0
81
5.6%
440
48
3.3%
576
47
3.2%
240
38
2.6%
528
33
2.3%
484
33
2.3%
288
27
1.9%
400
24
1.7%
264
24
1.7%
480
23
1.6%
308
20
1.4%
420
19
1.3%
280
16
1.1%
672
15
1.0%
504
12
0.8%
SMALLEST VALUES
0
81
5.6%
160
2
0.1%
164
1
<0.1%
180
9
0.6%
186
1
<0.1%
189
1
<0.1%
192
1
<0.1%
198
1
<0.1%
200
4
0.3%
205
3
0.2%
208
1
<0.1%
210
3
0.2%
213
1
<0.1%
216
12
0.8%
220
3
0.2%
LARGEST VALUES
1418
1
<0.1%
1390
1
<0.1%
1356
1
<0.1%
1248
1
<0.1%
1220
1
<0.1%
1166
1
<0.1%
1134
1
<0.1%
1069
1
<0.1%
1053
1
<0.1%
1052
2
0.1%
1043
1
<0.1%
1025
1
<0.1%
1020
1
<0.1%
1014
1
<0.1%
995
1
<0.1%
GarageQual
MISSING:
81
(6%)
TOP CATEGORIES
TA
1,302
95%
Fa
48
4%
Gd
14
1%
Po
3
<1%
Ex
3
<1%
ALL
1,370
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageQual
PROVIDES INFORMATION ON...
GarageCond
0.71
GarageType
0.22
GarageCars
0.21
GarageFinish
0.20
PavedDrive
0.14
Condition2
0.14
CentralAir
0.13
Heating
0.11
PoolArea
0.09
KitchenAbvGr
0.08
Electrical
0.07
Foundation
0.05
KitchenQual
0.05
ExterQual
0.05

THESE FEATURES
GIVE INFORMATION
ON GarageQual:
GarageCond
0.65
GarageType
0.56
GarageFinish
0.55
GarageCars
0.53
Neighborhood
0.25
OverallQual
0.13
Foundation
0.12
PavedDrive
0.11
KitchenQual
0.10
Exterior1st
0.09
BsmtQual
0.09
Exterior2nd
0.09
ExterQual
0.09
MasVnrType
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageQual
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.56
YearBuilt
0.40
SalePrice
0.29
LowQualFinSF
0.23
YearRemodAdd
0.20
1stFlrSF
0.19
TotalBsmtSF
0.19
BsmtFinSF1
0.18
GrLivArea
0.17
MasVnrArea
0.17
EnclosedPorch
0.14
WoodDeckSF
0.14
ScreenPorch
0.12
GarageCond
MISSING:
81
(6%)
TOP CATEGORIES
TA
1,317
96%
Fa
35
3%
Gd
9
<1%
Po
7
<1%
Ex
2
<1%
ALL
1,370
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCond
PROVIDES INFORMATION ON...
GarageQual
0.65
GarageType
0.23
GarageCars
0.21
GarageFinish
0.19
PavedDrive
0.16
CentralAir
0.15
Heating
0.14
PoolArea
0.10
KitchenAbvGr
0.08
Electrical
0.07
BsmtCond
0.05
ExterQual
0.05
RoofMatl
0.05
KitchenQual
0.05

THESE FEATURES
GIVE INFORMATION
ON GarageCond:
GarageQual
0.71
GarageType
0.61
GarageFinish
0.59
GarageCars
0.56
Neighborhood
0.24
OverallQual
0.15
PavedDrive
0.13
KitchenQual
0.11
ExterQual
0.10
Exterior1st
0.10
BsmtQual
0.09
CentralAir
0.09
Foundation
0.09
FireplaceQu
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCond
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.55
YearBuilt
0.37
SalePrice
0.29
YearRemodAdd
0.21
TotalBsmtSF
0.20
1stFlrSF
0.19
GrLivArea
0.17
WoodDeckSF
0.17
BsmtFinSF1
0.17
LowQualFinSF
0.17
EnclosedPorch
0.15
MasVnrArea
0.15
TotRmsAbvGrd
0.11
PavedDrive
MISSING:
---
TOP CATEGORIES
Y
1,331
92%
N
90
6%
P
30
2%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PavedDrive
PROVIDES INFORMATION ON...
CentralAir
0.13
GarageCond
0.13
GarageQual
0.11
Heating
0.08
Alley
0.07
Electrical
0.06
GarageType
0.06
KitchenAbvGr
0.05
MSZoning
0.05
Condition2
0.05
GarageFinish
0.04
BsmtCond
0.04
GarageCars
0.04
ExterQual
0.04

THESE FEATURES
GIVE INFORMATION
ON PavedDrive:
Neighborhood
0.30
GarageType
0.20
GarageFinish
0.16
GarageCond
0.16
GarageQual
0.14
GarageCars
0.14
BsmtFinType1
0.13
Foundation
0.12
BsmtQual
0.12
Exterior1st
0.12
MSZoning
0.11
Exterior2nd
0.11
ExterQual
0.10
OverallQual
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PavedDrive
CORRELATION RATIO WITH...
YearBuilt
0.43
GarageYrBlt
0.35
GarageArea
0.29
SalePrice
0.23
TotalBsmtSF
0.21
EnclosedPorch
0.20
YearRemodAdd
0.19
BsmtFinSF1
0.19
1stFlrSF
0.17
MasVnrArea
0.15
WoodDeckSF
0.12
GrLivArea
0.08
LowQualFinSF
0.08
MSSubClass
0.07
WoodDeckSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.32
GrLivArea
0.25
1stFlrSF
0.24
TotalBsmtSF
0.23
GarageYrBlt
0.23
YearBuilt
0.23
GarageArea
0.23
YearRemodAdd
0.21
BsmtFinSF1
0.21
LotArea
0.17
TotRmsAbvGrd
0.17
MasVnrArea
0.16
EnclosedPorch
-0.13
2ndFlrSF
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.34
BsmtQual
0.27
GarageType
0.27
OverallQual
0.26
GarageFinish
0.26
BsmtExposure
0.25
FireplaceQu
0.24
GarageCars
0.23
Fireplaces
0.23
KitchenQual
0.22
FullBath
0.22
BsmtFinType1
0.21
ExterQual
0.21
Exterior1st
0.21
MOST FREQUENT VALUES
0
755
52.0%
192
38
2.6%
100
35
2.4%
144
33
2.3%
120
31
2.1%
168
28
1.9%
140
15
1.0%
224
14
1.0%
240
10
0.7%
208
10
0.7%
180
8
0.6%
160
8
0.6%
216
8
0.6%
250
6
0.4%
132
6
0.4%
SMALLEST VALUES
0
755
52.0%
12
2
0.1%
24
2
0.1%
26
2
0.1%
28
2
0.1%
30
1
<0.1%
32
1
<0.1%
33
1
<0.1%
35
1
<0.1%
36
4
0.3%
38
2
0.1%
40
3
0.2%
42
1
<0.1%
44
1
<0.1%
45
1
<0.1%
LARGEST VALUES
857
1
<0.1%
736
1
<0.1%
728
1
<0.1%
670
1
<0.1%
668
1
<0.1%
635
1
<0.1%
586
1
<0.1%
576
1
<0.1%
574
1
<0.1%
550
1
<0.1%
536
1
<0.1%
519
1
<0.1%
517
1
<0.1%
511
1
<0.1%
509
1
<0.1%
OpenPorchSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.33
SalePrice
0.31
TotalBsmtSF
0.24
GarageArea
0.24
TotRmsAbvGrd
0.24
GarageYrBlt
0.23
YearRemodAdd
0.22
2ndFlrSF
0.21
1stFlrSF
0.21
YearBuilt
0.19
LotFrontage
0.15
BsmtUnfSF
0.13
MasVnrArea
0.13
BsmtFinSF1
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.32
Neighborhood
0.31
ExterQual
0.29
BsmtQual
0.28
FullBath
0.26
KitchenQual
0.26
GarageCars
0.25
HouseStyle
0.25
Foundation
0.23
GarageFinish
0.22
Exterior2nd
0.22
HalfBath
0.22
Exterior1st
0.21
Condition2
0.21
MOST FREQUENT VALUES
0
653
45.0%
36
29
2.0%
20
21
1.4%
48
21
1.4%
45
19
1.3%
40
19
1.3%
30
16
1.1%
24
16
1.1%
60
15
1.0%
28
14
1.0%
39
14
1.0%
54
13
0.9%
50
13
0.9%
44
13
0.9%
72
12
0.8%
SMALLEST VALUES
0
653
45.0%
4
1
<0.1%
8
1
<0.1%
10
1
<0.1%
11
1
<0.1%
12
3
0.2%
15
1
<0.1%
16
8
0.6%
17
2
0.1%
18
5
0.3%
20
21
1.4%
21
5
0.3%
22
6
0.4%
23
2
0.1%
24
16
1.1%
LARGEST VALUES
547
1
<0.1%
523
1
<0.1%
502
1
<0.1%
418
1
<0.1%
406
1
<0.1%
364
1
<0.1%
341
1
<0.1%
319
1
<0.1%
312
2
0.1%
304
1
<0.1%
292
1
<0.1%
291
1
<0.1%
288
1
<0.1%
287
1
<0.1%
285
1
<0.1%
EnclosedPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
-0.39
GarageYrBlt
-0.30
YearRemodAdd
-0.19
SalePrice
-0.13
WoodDeckSF
-0.13
GarageArea
-0.12
MasVnrArea
-0.11
BsmtFinSF1
-0.11
TotalBsmtSF
-0.10
OpenPorchSF
-0.09
ScreenPorch
-0.08
1stFlrSF
-0.07
2ndFlrSF
0.06
LowQualFinSF
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.39
Exterior1st
0.32
Foundation
0.31
Exterior2nd
0.31
BsmtQual
0.25
HouseStyle
0.23
MSZoning
0.23
PoolArea
0.23
PavedDrive
0.20
GarageType
0.20
OverallCond
0.20
GarageFinish
0.19
GarageCars
0.19
Alley
0.19
MOST FREQUENT VALUES
0
1,244
85.7%
112
15
1.0%
96
6
0.4%
120
5
0.3%
144
5
0.3%
192
5
0.3%
216
5
0.3%
252
4
0.3%
116
4
0.3%
156
4
0.3%
102
3
0.2%
228
3
0.2%
176
3
0.2%
184
3
0.2%
150
3
0.2%
SMALLEST VALUES
0
1,244
85.7%
19
1
<0.1%
20
1
<0.1%
24
1
<0.1%
30
1
<0.1%
32
2
0.1%
34
2
0.1%
36
2
0.1%
37
1
<0.1%
39
2
0.1%
40
3
0.2%
42
1
<0.1%
44
1
<0.1%
48
1
<0.1%
50
1
<0.1%
LARGEST VALUES
552
1
<0.1%
386
1
<0.1%
330
1
<0.1%
318
1
<0.1%
301
1
<0.1%
294
1
<0.1%
293
1
<0.1%
291
1
<0.1%
286
1
<0.1%
280
1
<0.1%
275
1
<0.1%
272
1
<0.1%
268
1
<0.1%
264
2
0.1%
259
1
<0.1%
3SsnPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
0.07
1stFlrSF
0.06
YearRemodAdd
0.05
SalePrice
0.05
MSSubClass
-0.04
TotalBsmtSF
0.04
EnclosedPorch
-0.04
GarageArea
0.04
WoodDeckSF
-0.03
YearBuilt
0.03
ScreenPorch
-0.03
BsmtFinSF2
-0.03
MoSold
0.03
BsmtFinSF1
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition1
0.18
Foundation
0.16
RoofMatl
0.11
Neighborhood
0.11
GarageFinish
0.09
Exterior1st
0.09
Exterior2nd
0.09
GarageType
0.09
BsmtFinType1
0.08
GarageCars
0.07
LotConfig
0.07
OverallQual
0.07
GarageQual
0.06
BedroomAbvGr
0.06
MOST FREQUENT VALUES
0
1,427
98.3%
168
3
0.2%
216
2
0.1%
144
2
0.1%
180
2
0.1%
245
1
<0.1%
238
1
<0.1%
290
1
<0.1%
196
1
<0.1%
182
1
<0.1%
407
1
<0.1%
304
1
<0.1%
162
1
<0.1%
153
1
<0.1%
320
1
<0.1%
SMALLEST VALUES
0
1,427
98.3%
23
1
<0.1%
96
1
<0.1%
130
1
<0.1%
140
1
<0.1%
144
2
0.1%
153
1
<0.1%
162
1
<0.1%
168
3
0.2%
180
2
0.1%
182
1
<0.1%
196
1
<0.1%
216
2
0.1%
238
1
<0.1%
245
1
<0.1%
LARGEST VALUES
508
1
<0.1%
407
1
<0.1%
320
1
<0.1%
304
1
<0.1%
290
1
<0.1%
245
1
<0.1%
238
1
<0.1%
216
2
0.1%
196
1
<0.1%
182
1
<0.1%
180
2
0.1%
168
3
0.2%
162
1
<0.1%
153
1
<0.1%
144
2
0.1%
ScreenPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.11
GrLivArea
0.10
1stFlrSF
0.09
BsmtFinSF2
0.09
TotalBsmtSF
0.09
EnclosedPorch
-0.08
OpenPorchSF
0.08
WoodDeckSF
-0.07
GarageYrBlt
-0.07
BsmtFinSF1
0.06
MasVnrArea
0.06
TotRmsAbvGrd
0.06
GarageArea
0.05
YearBuilt
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
0.20
PoolArea
0.20
Fireplaces
0.19
Neighborhood
0.17
Exterior2nd
0.16
FireplaceQu
0.16
Exterior1st
0.14
GarageQual
0.12
RoofStyle
0.11
RoofMatl
0.11
BedroomAbvGr
0.10
OverallQual
0.10
Utilities
0.10
BsmtFinType1
0.09
MOST FREQUENT VALUES
0
1,335
92.0%
192
6
0.4%
224
5
0.3%
120
5
0.3%
189
4
0.3%
180
4
0.3%
160
3
0.2%
168
3
0.2%
144
3
0.2%
126
3
0.2%
147
3
0.2%
90
3
0.2%
200
2
0.1%
198
2
0.1%
216
2
0.1%
SMALLEST VALUES
0
1,335
92.0%
40
1
<0.1%
53
1
<0.1%
60
1
<0.1%
63
1
<0.1%
80
1
<0.1%
90
3
0.2%
95
1
<0.1%
99
1
<0.1%
100
2
0.1%
116
1
<0.1%
119
1
<0.1%
120
5
0.3%
122
1
<0.1%
126
3
0.2%
LARGEST VALUES
480
1
<0.1%
440
1
<0.1%
410
1
<0.1%
396
1
<0.1%
385
1
<0.1%
374
1
<0.1%
322
1
<0.1%
312
1
<0.1%
291
1
<0.1%
288
2
0.1%
287
1
<0.1%
276
1
<0.1%
273
1
<0.1%
271
1
<0.1%
266
1
<0.1%
PoolArea
MISSING:
---
TOP CATEGORIES
0
1,444
>99%
738
1
<1%
648
1
<1%
576
1
<1%
555
1
<1%
519
1
<1%
512
1
<1%
480
1
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PoolArea
PROVIDES INFORMATION ON...
RoofMatl
0.08
MiscFeature
0.03
Fence
0.02
SaleCondition
0.01
Condition1
0.01
BsmtFinType2
0.01
RoofStyle
0.01
Fireplaces
0.01
BsmtHalfBath
0.01
FireplaceQu
0.01
GarageCond
0.01
FullBath
0.01
BsmtFullBath
0.01
LotShape
0.01

THESE FEATURES
GIVE INFORMATION
ON PoolArea:
Exterior2nd
0.38
Neighborhood
0.35
Exterior1st
0.34
FireplaceQu
0.31
Fence
0.30
OverallQual
0.29
Fireplaces
0.24
SaleCondition
0.23
RoofMatl
0.23
BedroomAbvGr
0.20
HouseStyle
0.20
FullBath
0.19
BsmtFinType1
0.19
BsmtFinType2
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PoolArea
CORRELATION RATIO WITH...
BsmtFinSF1
0.32
TotalBsmtSF
0.32
GrLivArea
0.28
1stFlrSF
0.26
LotFrontage
0.23
EnclosedPorch
0.23
LowQualFinSF
0.21
ScreenPorch
0.20
SalePrice
0.19
LotArea
0.15
2ndFlrSF
0.14
TotRmsAbvGrd
0.14
GarageArea
0.13
OpenPorchSF
0.13
PoolQC
MISSING:
1,444
(>99%)
3
43%
-
-
Gd
2
29%
-
-
Fa
2
29%
-
-
Ex
Fence
MISSING:
1,170
(81%)
TOP CATEGORIES
MnPrv
157
56%
GdPrv
59
21%
GdWo
54
19%
MnWw
11
4%
ALL
281
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fence
PROVIDES INFORMATION ON...
PoolArea
0.30
Condition2
0.07
ExterQual
0.06
MiscFeature
0.05
SaleType
0.04
Foundation
0.04
BsmtQual
0.04
FullBath
0.04
RoofMatl
0.04
SaleCondition
0.04
Street
0.03
Functional
0.03
Neighborhood
0.03
OverallQual
0.03

THESE FEATURES
GIVE INFORMATION
ON Fence:
Neighborhood
0.13
OverallQual
0.08
ExterQual
0.07
BsmtQual
0.07
Exterior1st
0.07
Foundation
0.06
Exterior2nd
0.06
OverallCond
0.05
FullBath
0.05
GarageCars
0.05
BsmtFinType1
0.05
HouseStyle
0.04
KitchenQual
0.04
HeatingQC
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fence
CORRELATION RATIO WITH...
YearBuilt
0.23
SalePrice
0.19
YearRemodAdd
0.18
GarageArea
0.16
BsmtUnfSF
0.16
GrLivArea
0.15
2ndFlrSF
0.12
BsmtFinSF2
0.12
TotRmsAbvGrd
0.12
TotalBsmtSF
0.12
MSSubClass
0.12
MasVnrArea
0.11
1stFlrSF
0.09
OpenPorchSF
0.08
MiscFeature
MISSING:
1,397
(96%)
TOP CATEGORIES
Shed
49
91%
Gar2
2
4%
Othr
2
4%
TenC
1
2%
ALL
54
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MiscFeature
PROVIDES INFORMATION ON...
Street
0.16
PoolArea
0.15
Condition2
0.07
Functional
0.02
KitchenAbvGr
0.01
ExterCond
0.01
Fence
0.01
BldgType
0.01
BsmtFinType2
0.01
Foundation
0.01
SaleType
0.01
RoofStyle
0.01
ExterQual
0.01
KitchenQual
0.01

THESE FEATURES
GIVE INFORMATION
ON MiscFeature:
Neighborhood
0.11
Exterior2nd
0.09
Exterior1st
0.07
Foundation
0.07
BsmtFinType1
0.06
OverallQual
0.06
KitchenQual
0.05
OverallCond
0.05
Fence
0.05
FireplaceQu
0.05
ExterQual
0.05
BsmtQual
0.05
YrSold
0.04
BldgType
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
CORRELATION RATIO WITH...
MiscVal
0.94
ScreenPorch
0.20
LotArea
0.11
TotRmsAbvGrd
0.11
YearRemodAdd
0.10
GrLivArea
0.09
TotalBsmtSF
0.09
LowQualFinSF
0.09
YearBuilt
0.08
SalePrice
0.08
BsmtFinSF2
0.08
MSSubClass
0.07
GarageYrBlt
0.07
2ndFlrSF
0.07
MiscVal
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotArea
0.04
YearBuilt
-0.03
GarageYrBlt
-0.03
ScreenPorch
0.03
MasVnrArea
-0.03
GarageArea
-0.03
TotRmsAbvGrd
0.02
BsmtUnfSF
-0.02
1stFlrSF
-0.02
SalePrice
-0.02
EnclosedPorch
0.02
OpenPorchSF
-0.02
TotalBsmtSF
-0.02
2ndFlrSF
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
0.94
Condition2
0.44
RoofStyle
0.31
HalfBath
0.12
PoolArea
0.10
OverallCond
0.10
Neighborhood
0.09
Foundation
0.09
BsmtExposure
0.09
ExterCond
0.08
Functional
0.08
BsmtFinType1
0.08
Exterior2nd
0.08
Exterior1st
0.08
MOST FREQUENT VALUES
0
1,399
96.4%
400
11
0.8%
500
8
0.6%
700
5
0.3%
450
4
0.3%
2000
4
0.3%
600
4
0.3%
1200
2
0.1%
480
2
0.1%
1150
1
<0.1%
800
1
<0.1%
15500
1
<0.1%
620
1
<0.1%
3500
1
<0.1%
560
1
<0.1%
SMALLEST VALUES
0
1,399
96.4%
54
1
<0.1%
350
1
<0.1%
400
11
0.8%
450
4
0.3%
480
2
0.1%
500
8
0.6%
560
1
<0.1%
600
4
0.3%
620
1
<0.1%
700
5
0.3%
800
1
<0.1%
1150
1
<0.1%
1200
2
0.1%
1300
1
<0.1%
LARGEST VALUES
15500
1
<0.1%
8300
1
<0.1%
3500
1
<0.1%
2500
1
<0.1%
2000
4
0.3%
1400
1
<0.1%
1300
1
<0.1%
1200
2
0.1%
1150
1
<0.1%
800
1
<0.1%
700
5
0.3%
620
1
<0.1%
600
4
0.3%
560
1
<0.1%
500
8
0.6%
MoSold
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
OpenPorchSF
0.07
GrLivArea
0.05
SalePrice
0.05
TotRmsAbvGrd
0.04
2ndFlrSF
0.04
BsmtUnfSF
0.03
1stFlrSF
0.03
3SsnPorch
0.03
GarageArea
0.03
EnclosedPorch
-0.03
ScreenPorch
0.02
LowQualFinSF
-0.02
WoodDeckSF
0.02
YearRemodAdd
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
0.27
OverallQual
0.15
Neighborhood
0.14
SaleType
0.12
Exterior1st
0.09
RoofMatl
0.09
LandContour
0.08
SaleCondition
0.08
PoolArea
0.08
BedroomAbvGr
0.08
Functional
0.08
Exterior2nd
0.08
BldgType
0.08
FireplaceQu
0.07
MOST FREQUENT VALUES
6
253
17.4%
7
234
16.1%
5
201
13.9%
4
141
9.7%
8
121
8.3%
3
104
7.2%
10
89
6.1%
11
78
5.4%
9
62
4.3%
12
58
4.0%
1
58
4.0%
2
52
3.6%
SMALLEST VALUES
1
58
4.0%
2
52
3.6%
3
104
7.2%
4
141
9.7%
5
201
13.9%
6
253
17.4%
7
234
16.1%
8
121
8.3%
9
62
4.3%
10
89
6.1%
11
78
5.4%
12
58
4.0%
LARGEST VALUES
12
58
4.0%
11
78
5.4%
10
89
6.1%
9
62
4.3%
8
121
8.3%
7
234
16.1%
6
253
17.4%
5
201
13.9%
4
141
9.7%
3
104
7.2%
2
52
3.6%
1
58
4.0%
YrSold
MISSING:
---
TOP CATEGORIES
2009
337
23%
2007
327
23%
2006
313
22%
2008
300
21%
2010
174
12%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
YrSold
PROVIDES INFORMATION ON...
PoolArea
0.19
Utilities
0.18
Condition2
0.12
Street
0.10
RoofMatl
0.07
Heating
0.06
SaleType
0.05
MiscFeature
0.04
Functional
0.04
SaleCondition
0.03
GarageQual
0.02
GarageCond
0.02
BsmtCond
0.02
BsmtHalfBath
0.02

THESE FEATURES
GIVE INFORMATION
ON YrSold:
Neighborhood
0.02
SaleType
0.02
Exterior2nd
0.02
Exterior1st
0.01
SaleCondition
0.01
OverallCond
0.01
Functional
0.01
BedroomAbvGr
0.01
OverallQual
0.01
Foundation
0.01
Condition1
0.01
GarageQual
0.01
BsmtCond
0.01
Condition2
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
CORRELATION RATIO WITH...
MoSold
0.27
BsmtUnfSF
0.10
MiscVal
0.07
YearRemodAdd
0.06
OpenPorchSF
0.06
TotRmsAbvGrd
0.06
MSSubClass
0.06
3SsnPorch
0.06
GarageYrBlt
0.05
MasVnrArea
0.05
BsmtFinSF1
0.05
WoodDeckSF
0.05
GrLivArea
0.05
1stFlrSF
0.05
SaleType
MISSING:
---
TOP CATEGORIES
WD
1,261
87%
New
119
8%
COD
43
3%
ConLD
9
<1%
ConLw
5
<1%
ConLI
5
<1%
CWD
4
<1%
Oth
3
<1%
Con
2
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleType
PROVIDES INFORMATION ON...
SaleCondition
0.47
Utilities
0.43
ExterQual
0.10
Condition2
0.08
Street
0.08
BsmtQual
0.08
Foundation
0.08
KitchenQual
0.07
GarageCars
0.06
PoolArea
0.06
Heating
0.05
HeatingQC
0.05
FullBath
0.05
Neighborhood
0.05

THESE FEATURES
GIVE INFORMATION
ON SaleType:
SaleCondition
0.58
Neighborhood
0.26
Exterior2nd
0.17
Exterior1st
0.17
BsmtQual
0.16
OverallQual
0.15
Foundation
0.15
ExterQual
0.15
GarageCars
0.13
KitchenQual
0.13
OverallCond
0.11
HeatingQC
0.10
GarageFinish
0.10
BsmtFinType1
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleType
CORRELATION RATIO WITH...
SalePrice
0.37
YearBuilt
0.35
YearRemodAdd
0.35
GarageArea
0.31
TotalBsmtSF
0.27
BsmtUnfSF
0.25
1stFlrSF
0.23
LotFrontage
0.19
GrLivArea
0.18
MasVnrArea
0.18
OpenPorchSF
0.17
TotRmsAbvGrd
0.17
GarageYrBlt
0.16
BsmtFinSF2
0.14
SaleCondition
MISSING:
---
TOP CATEGORIES
Normal
1,193
82%
Partial
122
8%
Abnorml
101
7%
Family
20
1%
Alloca
11
<1%
AdjLand
4
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleCondition
PROVIDES INFORMATION ON...
SaleType
0.58
Utilities
0.32
PoolArea
0.23
KitchenAbvGr
0.10
ExterQual
0.09
Street
0.08
BsmtQual
0.08
Condition2
0.08
Foundation
0.07
KitchenQual
0.07
RoofMatl
0.06
GarageCars
0.06
HeatingQC
0.05
FullBath
0.05

THESE FEATURES
GIVE INFORMATION
ON SaleCondition:
SaleType
0.47
Neighborhood
0.20
Exterior1st
0.13
BsmtQual
0.13
Exterior2nd
0.13
ExterQual
0.11
Foundation
0.11
GarageCars
0.10
OverallQual
0.10
KitchenQual
0.10
HeatingQC
0.09
GarageFinish
0.08
OverallCond
0.08
BsmtFinType1
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleCondition
CORRELATION RATIO WITH...
SalePrice
0.37
YearBuilt
0.35
YearRemodAdd
0.34
GarageArea
0.32
TotalBsmtSF
0.28
BsmtUnfSF
0.26
1stFlrSF
0.23
GarageYrBlt
0.20
LotFrontage
0.19
GrLivArea
0.17
MasVnrArea
0.17
TotRmsAbvGrd
0.17
OpenPorchSF
0.16
EnclosedPorch
0.13
SalePrice
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.71
GarageArea
0.62
TotalBsmtSF
0.61
1stFlrSF
0.61
TotRmsAbvGrd
0.54
YearBuilt
0.52
YearRemodAdd
0.51
GarageYrBlt
0.49
MasVnrArea
0.48
BsmtFinSF1
0.38
LotFrontage
0.35
WoodDeckSF
0.32
2ndFlrSF
0.32
OpenPorchSF
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.83
Neighborhood
0.74
GarageCars
0.70
ExterQual
0.69
BsmtQual
0.68
KitchenQual
0.67
FullBath
0.58
GarageFinish
0.55
FireplaceQu
0.54
Foundation
0.51
GarageType
0.50
Fireplaces
0.48
BsmtFinType1
0.46
HeatingQC
0.44
MOST FREQUENT VALUES
140000
20
1.4%
135000
17
1.2%
155000
14
1.0%
145000
14
1.0%
190000
13
0.9%
110000
13
0.9%
115000
12
0.8%
160000
12
0.8%
139000
11
0.8%
130000
11
0.8%
185000
10
0.7%
125000
10
0.7%
180000
10
0.7%
143000
10
0.7%
144000
10
0.7%
SMALLEST VALUES
34900
1
<0.1%
35311
1
<0.1%
37900
1
<0.1%
39300
1
<0.1%
40000
1
<0.1%
52000
1
<0.1%
52500
1
<0.1%
55000
2
0.1%
55993
1
<0.1%
58500
1
<0.1%
60000
3
0.2%
61000
1
<0.1%
62383
1
<0.1%
64500
1
<0.1%
66500
1
<0.1%
LARGEST VALUES
755000
1
<0.1%
745000
1
<0.1%
625000
1
<0.1%
611657
1
<0.1%
582933
1
<0.1%
556581
1
<0.1%
555000
1
<0.1%
538000
1
<0.1%
501837
1
<0.1%
485000
1
<0.1%
475000
1
<0.1%
466500
1
<0.1%
451950
1
<0.1%
446261
1
<0.1%
440000
1
<0.1%